{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# python 3.7\n",
    "\n",
    "# For yahoo finance\n",
    "import io\n",
    "import re\n",
    "import requests\n",
    "\n",
    "# The usual suspects\n",
    "import numpy             as np\n",
    "import pandas            as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "#  Fancy graphics\n",
    "plt.style.use('seaborn')\n",
    "\n",
    "# Getting Yahoo finance data\n",
    "def getdata(tickers,start,end,frequency):\n",
    "    OHLC    = {}\n",
    "    cookie  = ''\n",
    "    crumb   = ''\n",
    "    res     = requests.get('https://finance.yahoo.com/quote/SPY/history')\n",
    "    cookie  = res.cookies['B']\n",
    "    pattern = re.compile('.*\"CrumbStore\":\\{\"crumb\":\"(?P<crumb>[^\"]+)\"\\}')\n",
    "    for line in res.text.splitlines():\n",
    "        m = pattern.match(line)\n",
    "        if m is not None:\n",
    "            crumb = m.groupdict()['crumb']\n",
    "    for ticker in tickers:\n",
    "        url_str  = \"https://query1.finance.yahoo.com/v7/finance/download/%s\"\n",
    "        url_str += \"?period1=%s&period2=%s&interval=%s&events=history&crumb=%s\"\n",
    "        url = url_str % (ticker, start, end, frequency, crumb)\n",
    "        res = requests.get(url, cookies={'B': cookie}).text\n",
    "        OHLC[ticker] = pd.read_csv(io.StringIO(res), index_col=0,\n",
    "                                   error_bad_lines=False).replace('null', np.nan).dropna()\n",
    "        OHLC[ticker].index = pd.to_datetime(OHLC[ticker].index)\n",
    "        OHLC[ticker] = OHLC[ticker].apply(pd.to_numeric)\n",
    "    return OHLC\n",
    "\n",
    "# Assets under consideration\n",
    "tickers = ['%5EGSPTSE','%5EGSPC','%5ESTOXX','000001.SS']\n",
    "\n",
    "# If yahoo data retrieval fails, try until it returns something\n",
    "data = None\n",
    "while data is None:\n",
    "    try:\n",
    "        data = getdata(tickers,'946685000','1585008000','1d')\n",
    "    except:\n",
    "         pass\n",
    "\n",
    "ICP = pd.DataFrame({'SP500':    data['%5EGSPC']['Adj Close'],\n",
    "                    'TSX':      data['%5EGSPTSE']['Adj Close'],\n",
    "                    'STOXX600': data['%5ESTOXX']['Adj Close'],\n",
    "                    'SSE':      data['000001.SS']['Adj Close']}).fillna(method='ffill')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "BuyHold_SP     = ICP['SP500']    /float(ICP['SP500'][:1])   -1\n",
    "BuyHold_TSX    = ICP['TSX']      /float(ICP['TSX'][:1])     -1\n",
    "BuyHold_STOXX  = ICP['STOXX600'] /float(ICP['STOXX600'][:1])-1\n",
    "BuyHold_SSE    = ICP['SSE']      /float(ICP['SSE'][:1])     -1\n",
    "\n",
    "BuyHold_25Each = BuyHold_SP*(1/4) + BuyHold_TSX*(1/4) + BuyHold_STOXX*(1/4) + BuyHold_SSE*(1/4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(16,6))\n",
    "plt.plot(BuyHold_SP*100,     label='Buy & Hold USA')\n",
    "plt.plot(BuyHold_TSX*100,    label='Buy & Hold Canada')\n",
    "plt.plot(BuyHold_STOXX*100,  label='Buy & Hold Europe')\n",
    "plt.plot(BuyHold_SSE*100,    label='Buy & Hold China')\n",
    "plt.plot(BuyHold_25Each*100, label='Buy & Hold 25% Each')\n",
    "plt.xlabel('Time')\n",
    "plt.ylabel('Cumulative Return (in %)')\n",
    "plt.margins(x=0.005,y=0.02)\n",
    "plt.axhline(y=0, xmin=0, xmax=1, linestyle='--', color='k')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "SP1Y     = ICP['SP500']    /ICP['SP500'].shift(252)   -1\n",
    "TSX1Y    = ICP['TSX']      /ICP['TSX'].shift(252)     -1\n",
    "STOXX1Y  = ICP['STOXX600'] /ICP['STOXX600'].shift(252)-1\n",
    "SSE1Y    = ICP['SSE']      /ICP['SSE'].shift(252)     -1\n",
    "\n",
    "Each251Y = SP1Y*(1/4) + TSX1Y*(1/4) +STOXX1Y*(1/4) + SSE1Y*(1/4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(16,6))\n",
    "plt.plot(SP1Y*100,     label='Rolling 1 Year Buy & Hold Return USA')\n",
    "plt.plot(TSX1Y*100,    label='  \"\"  \"\"  Canada')\n",
    "plt.plot(STOXX1Y*100,  label='  \"\"  \"\"  Europe')\n",
    "plt.plot(SSE1Y*100,    label='  \"\"  \"\"  China')\n",
    "plt.plot(Each251Y*100, label='  \"\"  \"\"  25% Each')\n",
    "plt.xlabel('Time')\n",
    "plt.ylabel('Returns (in %)')\n",
    "plt.margins(x=0.005,y=0.02)\n",
    "plt.axhline(y=0, xmin=0, xmax=1, linestyle='--', color='k')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SP500 1 Year Buy & Hold Sharpe Ratio = 0.32\n",
      "TSX      \"\" \"\" = 0.25\n",
      "STOXX600 \"\" \"\" = 0.1\n",
      "SSE      \"\" \"\" = 0.21\n",
      "25% Each \"\" \"\" = 0.27\n"
     ]
    }
   ],
   "source": [
    "marr      = 0 #minimal acceptable rate of return (usually equal to the risk free rate)\n",
    "SP1YS     = (SP1Y.mean()    -marr) /SP1Y.std()\n",
    "TSX1YS    = (TSX1Y.mean()   -marr) /TSX1Y.std()\n",
    "STOXX1YS  = (STOXX1Y.mean() -marr) /STOXX1Y.std()\n",
    "SSE1YS    = (SSE1Y.mean()   -marr) /SSE1Y.std()\n",
    "Each251YS = (Each251Y.mean()-marr) /Each251Y.std()\n",
    "\n",
    "print('SP500 1 Year Buy & Hold Sharpe Ratio =',round(SP1YS,2))\n",
    "print('TSX      \"\" \"\" =',round(TSX1YS   ,2))\n",
    "print('STOXX600 \"\" \"\" =',round(STOXX1YS ,2))\n",
    "print('SSE      \"\" \"\" =',round(SSE1YS   ,2))\n",
    "print('25% Each \"\" \"\" =',round(Each251YS,2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy.optimize import minimize\n",
    "\n",
    "def multi(x):\n",
    "    a, b, c, d = x\n",
    "    return a, b, c, d   #the \"optimal\" weights we wish to discover\n",
    "\n",
    "def maximize_sharpe(x): #objective function\n",
    "    weights = (SP1Y*multi(x)[0] + TSX1Y*multi(x)[1]\n",
    "               + STOXX1Y*multi(x)[2] + SSE1Y*multi(x)[3])\n",
    "    return -(weights.mean()/weights.std())\n",
    "\n",
    "def constraint(x):      #since we're not using leverage nor short positions\n",
    "    return 1 - (multi(x)[0]+multi(x)[1]+multi(x)[2]+multi(x)[3])\n",
    "\n",
    "cons = ({'type':'ineq','fun':constraint})\n",
    "bnds = ((0,1),(0,1),(0,1),(0,1))\n",
    "initial_guess = (1, 0, 0, 0)\n",
    "\n",
    "# this algorithm (SLSQP) easly gets stuck on a local\n",
    "# optimal solution, genetic algorithms usually yield better results\n",
    "# so my inital guess is close to the global optimal solution\n",
    "\n",
    "ms = minimize(maximize_sharpe, initial_guess, method='SLSQP',\n",
    "              bounds=bnds, constraints=cons, options={'maxiter': 10000})\n",
    "\n",
    "msBuyHoldAll = (BuyHold_SP*ms.x[0] + BuyHold_TSX*ms.x[1]\n",
    "                + BuyHold_STOXX*ms.x[2] + BuyHold_SSE*ms.x[3])\n",
    "\n",
    "msBuyHold1yAll = (SP1Y*ms.x[0] + TSX1Y*ms.x[1]\n",
    "                   + STOXX1Y*ms.x[2] + SSE1Y*ms.x[3])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SP500 Weight = 86.89 %\n",
      "TSX \"\"       = 0.0 %\n",
      "STOXX600 \"\"  = 0.0 %\n",
      "SSE \"\"       = 13.08 %\n",
      "\n",
      "Sharpe = 0.342\n",
      "\n",
      "Median yearly excess return over SP500 = -0.3 %\n"
     ]
    }
   ],
   "source": [
    "plt.figure(figsize=(16,6))\n",
    "plt.plot(BuyHold_SP*100,     label='Buy & Hold S&P500')\n",
    "plt.plot(BuyHold_25Each*100, label='  \"\"  \"\"  25% of Each')\n",
    "plt.plot(msBuyHoldAll*100,   label='  \"\"  \"\"  Max Sharpe')\n",
    "plt.xlabel('Time')\n",
    "plt.ylabel('Cumulative Return (in %)')\n",
    "plt.margins(x=0.005,y=0.02)\n",
    "plt.axhline(y=0, xmin=0, xmax=1, linestyle='--', color='k')\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "print('SP500 Weight =',round(ms.x[0]*100,2),'%')\n",
    "print('TSX \"\"       =',round(ms.x[1]*100,2),'%')\n",
    "print('STOXX600 \"\"  =',round(ms.x[2]*100,2),'%')\n",
    "print('SSE \"\"       =',round(ms.x[3]*100,2),'%')\n",
    "print()\n",
    "print('Sharpe =',round(msBuyHold1yAll.mean()/msBuyHold1yAll.std(),3))\n",
    "print()\n",
    "print('Median yearly excess return over SP500 =',round((msBuyHold1yAll.median()-SP1Y.median())*100,1),'%')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "def maximize_median_yearly_return(x): #different objective function\n",
    "    weights = (SP1Y*multi(x)[0] + TSX1Y*multi(x)[1]\n",
    "               + STOXX1Y*multi(x)[2] + SSE1Y*multi(x)[3])\n",
    "    return -(float(weights.median()))\n",
    "\n",
    "mm = minimize(maximize_median_yearly_return, initial_guess, method='SLSQP',\n",
    "              bounds=bnds, constraints=cons, options={'maxiter': 10000})\n",
    "\n",
    "mmBuyHoldAll = (BuyHold_SP*mm.x[0] + BuyHold_TSX*mm.x[1]\n",
    "                + BuyHold_STOXX*mm.x[2] + BuyHold_SSE*mm.x[3])\n",
    "\n",
    "mmBuyHold1yAll = (SP1Y*mm.x[0] + TSX1Y*mm.x[1]\n",
    "                   + STOXX1Y*mm.x[2] + SSE1Y*mm.x[3])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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zvyUnpzkzZ37ABx/8HwaDkVdf/R8Wi4WqKgs33XQrTZo0Zdy4G9mwIZcuXbrV2m5CCCGEEEKIw8COrepm9xefxwokdepM+zffRaPXw6o8ANyu0OV36uKoDGIvaje0Xr2mR7J9+/Yyfvx9DB9+CWeddTYAAwcOUoPmgQMHMWXKJAAuvPBiLrzwYlatWkGzZjksXryQHj16AvDzzz9wwQXD1fNu27aVESMuBjxDnRMSEikpKY54H5GGE2dmZjN9+rvExcVhsVhITExk165dtG7dlri4eABuv/0eAJKTU2jSpCkAGRkZWK3WA2obIYQQQgghxMFTuLeIRoDu2lsxt2+H1bt8kcY7ulKj8yySo7hc9Tr/QV1iR8RGUVEhd989jltuuY2hQ4ep5XffPY61a1cDsGTJQjp2DF579+OPP2LEiCux2axotTo0Gg1VVcFr8LZs2ZrFiz0JpfLz91NeXkZyckrU9/jyy5MYPfomHnnkCdq2bYeiKDRrlsP27XnYvRO6H3nkfvLz96PRaKI+vxBCCCGEEOLw0Gr7cgDMGeGnUGo03iDW7a7X+Y/KnthjzYcfvk95eTnTp7/L9OnvAvDSS69w770P8b//eeaTZmRkcP/9D6vH/PLLj/TvP5D4+HgGDTqDCRMeQqPR8sQTzwSd+5prruOll55hzpy52Gw27r//4Rrnp1YfTgwwfvwEzjrrHB588B7S09PJysqmtLSEtLQ0rrxyFOPG3YhGo6F//1MiJrwSQgghhBBCHP7cikKC2wZARvMm4SvpDiyI1SiKUr+ByIdQvrc7OlBWljlsuThw0raxI20bW9K+sSNtG1vSvrEjbRtb0r6xI20bW9K+DWfrziKsj9+DNSmNnlMmh23bhTO+IPXPb6g49wp6XTQk7HmysiLnEpLhxEIIIYQQQgghDpjL7aZw1Vp0KFiymkesp9HqgPrPiZXhxEIIIYQQQgghDkiVzckbkz4hpWwfpwAJzSIMJQY0Wk9fqlvmxAohhBBCCCGEOBT2b9vN0Lyf1H1NSlrEuhqdN5FrPYNYGU4shBBCCCGEEOKAlO8rCNrXGY0R6/qGE+8rrMTtjj5FkwSxQgghhBBCCCHqzelys2rppqCyRo1r6on1hKFNVs3j5382Rn09CWKFEEIIIYQQQtTbL9/+R+9Vc4PKMrt3jVjf1xNrdlWh/W1O1NeTIDbGBgzow9y53zJx4uPqv+PG3cjSpYvD1l+6dDHjxt0YVH/u3G8ZMKBPxGssXbqYAQP68OuvPwWVjxp1ORMnPn7A72H69Om88cZUAP7+ex6jRl2Ow+FQX586dbL6us/EiY9z9tmnYbfb1bL163MZMKBPxPde3RtvTGXu3G/ZuHE977//zgG/DyGEEEIIIUTDM61eGLS/p2V3tAZDxPq+nlgAU1X0SxtJEBtjnTp1ISMjk8zMLLKyssjIyCQjI5OsrOyw9bOysgPqZJGZ6TmmY8fONV6nZctW/PLLj+r+5s2bqKqqOqB7t9msPPnko8yaNUstGzBgIJ06dWH69HcBWLVqBStXLmfMmFtCjs/IyGT+/H/V/Z9++p6mTZtFfR/t23fkuuvG1OMdCCGEEEIIIWLO5Qza1VTbr07r7Yn1iH5O7FGZnTj/09mUL17UoOc09zmBrEsvj/q4SZOmkJRkpkuXbphMJjp16orT6SQ1NTVs/ebNW3Dnnfeh1+uJj4+nc+duxMXF8eKLL9d4nXbt2rNjx3bKy8sxm838+ONczjrrHPbt2wvA559/zJ9//o7T6SQpKYmJEyfxzTdfsmrVCh5/fCJPPz2BLl26cdFFl6rntNnsnH32eQwaNJDVq3PV8jvuuIfrr7+KgQMHMWXKizz22FPo9aG/SmecMYRffvmRgQNPw+12s2FDLp07dwHA6XQyadIz7Ny5A7fbzZgxt9CrVx/++ONXPvhgGqmpaTgcDlq2bMXSpYv5+uvPeeKJZ8O+j59//oH//vsHm83Krl07ufLKUZx77vlR/6yEEEIIIYQQ0Vm/eR9NdqwJKjPUEpiq2YkBFEnsdNhJS0vHYDBgNpvR6/WYzWbS0tLQaDQ1HJOG2WzGYDCQlJSEwWAgLS291msNHDiIefN+R1EU1q1bQ7du3QHP+kulpaVMmfI6r7/+Lk6nk3Xr1nDxxZdhs1mZOPFxHA5HUAALkJyczIkn9g25TkJCIg888Ah33HEz558/jJYtW4W9n86du7J9+zaqqqpYsmQRvXr5h0R/++1XpKSk8tpr7/Dccy8xefILALz++itMmfI6kye/Snx8fND5Ir0PgMrKCl54YQrPPTeZmTOn19pWQgghhBBCiAOX+9m36rb5gosB6HDmKTUeo9H5e2KdVdaor3lU9sRmXXp5vXpNj3Rnnnk2L730HE2bNqNHj55quVarxWAw8PjjD2Mymdi/fz9Op6eL/8orr+Xmm69j2rSZUV2rZ8/eJCWZOeecmns8BwwYyF9//cnixQsYNWo0b7/9GuAZ7rxy5TLWrl0NgMvlpKiokMTERFJSPL3UviC8Lu+jXbsOAGRnNwqahyuEEEIIIYSIDUVR6LDRM31Q6dCVxucPJaPvSRizw0+d9AkcTpxhLYr6utITexRp1iyHqqoqPvtsNmeddY5avmnTRubN+4Mnn3yWu+66H0XxLCrscDh45ZWXuO++8bz44rNByZoayllnnc0PP3xHYWEhzZrlqOUtW7bijDOG8Oqrb/PSS68waNAZmM3JVFRUUlxcDEBu7tqgc0V6H0CNPdtCCCGEEEKIhrdrbwk6PN/J29xyMxqNptYAFoITO9XHUdkTeywbPPhMfvxxLi1atGT37l0A5OQ0x2QyMXr01RiNBjIyMikoyOeNN16hX78BDBt2EQUF+bz55lRuu+3uBr2fFi1aUVJSzNChw4LKhw27iOeff5px426ksrKC4cMvxWAwMH78Y9xzzzjM5pSQebaR3ocQQgghhBDi4CvbvBU9YE1rhMFsrvNx2oDhxArRd0ZpFKUeM2kPsfz80DTMWVnmsOXiwEnbxo60bWxJ+8aOtG1sSfvGjrRtbEn7xo60bWxJ+9bPP1/+TtZ3H5Df63T6j70mbJ1wbbvx32Uo73kS11p1cXR/662wx0Uiw4mFEEIIIYQQQkSt8I8/ANi/bXdUxwX3xEZPglghhBBCCCGEEAAUl9uwWGte59WnU+U2ADra90Z1DY3eH4ZqZIkdIYQQQgghhBD1oSgKnzz9Fm8++T5Ol7vWuj7tH3kkqutotf4wVKvUfJ1wJLGTEEIIIYQQQhzj/lu8meWffs/gwqUA7Nx6Hq3aNVVfX5dXRKsmyZjiPCFkWYUVFxrKUxtjyMiM6lqBS+xoiT6IlZ5YIYQQQgghhDjGlX/0PoMLF6v7lbt2qttbN+9G9/Td7Lj1Bjbl7gDg+8/moUPBak6P+lpafUAQK8OJhRBCCCGEEEJEY926nbQq3xlU5rJY1e3yjZvV7S3f/4LF6qDXP/8HgLa8NOrraQISOzn1xqiPlyBWCCGE6vutv/Lh2o8P9W0IIYQQ4iDa9drUkDKHzaZu2yst6naLNfP457Of/fsn9oj6elqdf23Y4tbdoj5e5sQKIYRQzdn6IwAOt4M2Ka0Y1HzAIb4jIYQQQsRaC+u+kDK31R/E7l+5lmTvthYFzXZ/z2zzSy6O+nqBc2JBE7FexOOjPkIIIcRRyeV2qdtL96/ks43fHMK7EUIIIcSh5LLb1e1me3KDXmuxZQkAljZd0WijDyn1cQZ1W3FLYichhBD1VGKLfk6LEEIIIY5siqJQpYsDIHnohdg6eoYHu+2enliXy43JbQt7rLZdx3pdM84U79+RIFYIIUR97akMHUokhBBCiKNXUWE5Xz74AiaXjYL05jS+8EL0vfoC4LZ5emKt3gRP+Rktsfc4Kej49qf1rdd145JM/h0JYoUQQtRXsfTECiGEEEel1Us3suGGa/nk5dlB5Ru+/5VuhesAcCd5Zr3qTZ5eWZc3iLVXVgGgGIx0GXtj0PGm7Ox63Y/eGJCRWJEgVgghRD053c5DfQtCCCHEMaW43IbF6ojpNdyKgvH1iQAcv+oHlIB1WQ3xceq2NjklqKzJ2n9YtWILVl9mYoMRrS4wIVP9aTQaUu54wHuDh2EQu2LFCq6++moAtm3bxhVXXMHIkSOZMGECbu8Nf/LJJ1x00UVcdtll/P7777G+JSGEEGFIECuEEEIcXH9MnMLHj05l/OSfYxbMrpu3OGi/tKhM3XYGZCDWmBIAMATMV7W+8SJfTZvjqeuPfRuEIT3ds3G49cS+8847PPLII9i8aww9++yz3HnnncyaNQtFUfj111/Jz89nxowZzJ49m2nTpjF58mTsAZmwhBBCHBwOd2yfBAshxNEqsGdLiNrY7C525ldgtzvpWrCO/sUruXbtRyz5aX6MLhiclMlWVqFuu61WdVvrHeJrDAhiU5wWBu9fAEBi/o4GvS2Nr1f3cOuJbdGiBVOn+hfOXbNmDSeeeCIAAwcO5N9//2XlypX07NkTo9GI2WymRYsW5ObmRjqlEEKIGLE6w2ceFEIIEVm5vYJH/32W37bPO9S3Io4Qc198F8tD41i7ZH1Qefy+bQ1+rfx9xez75uugMnuVP3B1WavU7eQMz3BiY0I84egCluJrCDq9J4jV1COI1TfonVQzZMgQdu7cqe4rioJG41nMNjExkfLycioqKjCbzWqdxMREKioqQs4VKC0tAb0+dDx2VpY5TG3REKRtY0faNrakfevOsSU0iM3MTFL/blcnbRtb0r6xI20bW8da+67LW0uxrYRvtvzAiN7nxfRax1rbHmwHq327bvkPgIRpk4JfMBgb/B5+m/IeOdb8oLJ4g/+96lyeqUT2jMaces0wtAYDCUYN4dYrULKbkJVlZkNAWV3vN1y9OK2LvYBWE33bxzSIrU4bsBBuZWUlycnJJCUlUVlZGVQeGNSGU1xsCSnLyjKTn1/ecDcrVNK2sSNtG1vSvtEpKC8JKdu5t5B4fVxIubRtbEn7xo60bWwdS+3rVtw8u3AKuyv3AuBwO2P63o+ltj0UDof2tZZVNOg97Niym5zV/hEC+d36k7X6H4r2lZCfX45bUdCvWw5A6qgbKCyxAlZcrvA9rt3uHBdyf3W530htW1Xu6RF2O11hX68psD2o2Ym7dOnCggWeMdXz5s2jT58+dO/enSVLlmCz2SgvL2fz5s106NDhYN6WEEIIoMJeGVJW6Qh9aCiEEALK7ZVqACtEXblcbuya4H5EW1wiANZteQ16rV1/++fYNnrqBTRxnofSJfuLAPjxva9IcXo++1My09S6ujAZiIsSs4hLSw0qs3ftfUD358t0XGmJfjrTQQ1iH3jgAaZOncqIESNwOBwMGTKErKwsrr76akaOHMmoUaO46667iIsLfeovhBAitsrtoVM5Kp2hga0QQgiwuqxB+wat4RDdiWgoDqeLP7/9G0tV7JLMFu0pwKgErwbQ8q67Acgp3Yml0hrusHpxlPmzEKc0ycbmneaZNvcjCvYUkr3oF/V1c3ZGjedKq/QPSdYMvxL36UPpeue4A7o/3/TQNpbdFJVF975jPpw4JyeHTz75BIDWrVszc+bMkDqXXXYZl112WaxvRQghRA0qHNITK4QQdWWp9vfR4XbgVtxoNQe1j0g0oPn/9x1N/vyCeUsXc/aEO2NyjX2bt2MM2K/scgLJ7dqyOqsVmfl5OCwWSAyfWClqG9cBYOlzKgDxcf7QL/f5FzDqDeCEpk8+W+upArNjtD/vzAa5PY3O/3/FXlAAyTl1Plb+lwkhhMDmsuNwO0iNSwkqlyBWCCHCC/f30dnA2VvFwaXN3wNAqx0rGvzc5aWV/PDICxhnvApApSEBzWln0+PWGwBwGTwjUd3OA/8dUhSFRb8tJqXKM2y4+5hrAGh/zZVqneyKfehdDsqNZpKaNqn1nKXZLQ/4vqrTBgxbVqLMUCxBrBBCCHZXeOZ1NU1qHFQuQawQQoQX7u/jsv0rD8GdiIZiSE8HQEvDrvu7a/1Wlk//mDZ716pl+sHn0v6qy9H6plF6e/CdDRDErl+wipRZrxLvdlCY3FgNFk2pwYmSDC4HTl3dhsHre/c94PuqSYSFECI6qNmJhRBCHJ7eWjABlGUAACAASURBVDkdgFJbWVB59eFyQgghPCzOqpCyvZb9h+BOREOpyttKau3VolY56QkaBeyXmlLpc3G15Zi8q7i4I2QGjkbF9h0ke7ddCf7ANT4xIahenNtOhb5uQWxO1/YHfF+BvtvyE+nxafhm4mqILoqVnlghhBCUOzxJnYa0HESmyZ/cQXpihRAivHB/H41aY5ia4kiRtmfzQblOSlVJ6Brs3v2GCGLLV69Wt5WkZHVbZwjtv3Qbwv/Oxt98t7qdOfYOsjq1O6B7cituXN7h9lXOKubm/cLM3E/9FaLsipWeWCGEEBi0ejJNGfRudDzHZXYhr2wHLy97C5sr+rT3QghxLLA4/UFsdkIm+y0FNE1qVMMR4nDnDkjK5XS50IdZaiZmtJ5ruZ3RzQ0Np9nudf7TJiXVWFfRhw9iW/TpjvL2eyguF1rDgWfenr7m/1hfvImn+o1nZ/nuAz6f9MQKIcQxTlEUHG4niQbPMCOjzkhGvGe9OJdy4B+mQghxNLI4/EuCdM3oBEhipyOZtaKKhIAh4vlbDzzQAlj2wSchZTZdmOVEvcOJS8qqcLrczP56Cdv3lB7w9Z2VNY+oUvSR+zQ1Wm2DBLB2p50l+1dQ4ahkr2UfKwrWhLlYdOeUIFYIIY5xO8p3AVDl9H8h03mfCLsU+UImhBDhONwOdTtR73kI+M2WHw7V7YgDtH3NxqB9p/3A14pVFIXEv+YGlVWcfBatnnomtLI3iC2c/g7L/1tNr2+nsuCFqVFdb//Offz5TnDQrCvaV/NButgPzN1ZtkfdXrx3Ob/v+Du0kgwnFkIIEY3nF78CwK4K/4eMTuMNYqVXQQghVFVOK8XWEpomNcYZEMSaDCYACqoKKawqJsOUdqhuUdRT7tvTyQjYdzkcEevW1aYffgva39miB6ePHhm+stYTxDW2FVGxdwcAPco31flaDoeTkscfoPpiOY3OOz94f+KL2CoslDz7mKfgIAyZnrvxd3U7PT78/w1J7CSEEOKA+YJYp/TECiGE6uWlbzJx4WQKqgpxuJ1qeVzA8FClgZdnEQdHSuHOoH1fgiW7w8nP3y+isKRuiQ5XfvQZaz/+CgDl8xlqueHex+l379iIx2m0/mBSE9A7arO7mPr0DH7+cWmN1136yXdB+y40FDZqQ9v+vYLKUxplkt22hb8gxj2xiqIwL2+Bul9oLQpfL8r/N9ITK4QQx7Bye0XYchlOLIQQoXZUeOZJFltL1eHEPbOOQxeQECjKqX3iMOC029F7P+9sWgNxbgdup4v1yzeyfvbndCrIZdH3zTj7lYk1nmffhq3E/z4HgJIB/nVV9zTpxKmdWtV8EwG/Q66A5E6bV6xnSN6vuPJ+hyHvRTw87fcvg/YrTr+Qk0cOq/maADXMiW0I28uDHw6sKVwftp7iji6IlZ5YIYQ4hpXZy8OW+76Qud2S2EkIIarLK9uOw+0kTmfkhuOuDhoKKQ//jjyWskp1uyi1KQBuhxPNqxPpVJALQBvLrlrPs+OVKer2ptffVLeVVm1rvwldQGZkqz9HhWW3Z6qPjsifx9vWhi4NZDSbw9QMpYnxcOIXFgfP690XYS1lRZEgVgghRB1sKc3jvTWz1P2L2w1Vt33DiXOLN1JqKzvo9yaEEIezrzbPxeFyYNB6MrdqNYFBrDz8O9JUlXlGJe1MaY6+eUugfuu1agKOSd6Xp273u+aiWo+t2ONPwGTZ5c+MbCsqqf3Y3aHJm0xpKTUe4/Q+rFaiTKgUjcDA9NYeo4Ne65jWrnrlqM4tQawQQhyjXlryOnsrPR9857U+k9NbDFRfC1yE/f2AQFcIIY5VxdbgYMLhdqDXeoZiagLXF5WEeEecSm/QaEw0shtPMqVwiZ0cDmdIWaCq5PSQsr3ZbTEaau/tbFPoT+IUt2uruu0uq32ZndI9+QDkn3imWmZKT631OABNDKdwz8r9DIAejTvTJaNj0GttU1sH7UtPrBBCiKhlxId+8PrsjTD0Z2vpdgqrwidoEEKIo40lYA1RAJvLTpzOCIA2IIhVpCf2iFPy6WwAHI7tlGk8QaMrTMC66OPvQsoCGawWXNXDK2OYNWHDqPSu1Q6QVVWgbpcXFHvuTRN57mrmn575sIYV/gRKSek198RadfEAuMsPfC3acJbsW8G/exYBcEbbUwD/esoApmpr5cqcWCGEEFFrlJgV8TWnO/SDvNxWwYtLXuW5RS/H8raEEOKwYXXagvYtziqM3uHEgXNi3TXMXRSHJ8Xp6XWdMzAFl87zs6ysqAqpp3eF9s4qikLxqtXk3ng9aZUFFKQ0YWsjf7CGwVine3BpwvfWttuzCgBthLnWW1b4EyXp+53GnpQcoPYg1nTdWIoNZjIHDarT/UXrvTUfqdsn5fT0/NvYnylZ7/2/o4ry4Y9kJxZCiGNQ9WE7qXGRP+yqB7Hzdv7Hxxs8T32r90wIIcTRyuqyBu27FTdGb09sYO4Ad5TDIsWhZ3TaKE7IwBqnxeVdrzXjh/8LqReYcMln2StvkrRqgb9nMKclCRoteKep6uq4dIymlnpVcUlhy/dOf49M73b28d3pesn52B1ODEZD2Po+nU/qhnLiK0HTh2JhZMeL1e14vUnd1mk9LVaZlEhiRWW0U2KlJ1YIIY5F5Y7gpXV8Q+LCcbpdKIrCv7sXsjx/tRrACiHEsaTIGppgJ69sBwAZJv+UDLcMJz6iuF0u4twOHHGeoM9Vw/RV59bQLMBJqxYE729aSUJerrqvy99d/ZCwzANr7hGtig+fbdho869fG5eUQFycAXOSKWzd6mIVwFqdnmC/U1p7+jc7SS036ePVbb13eHR+djYgc2KFEELUQUG1uaxGbeQgVkFhRf5qPsr9jHdWfRj0WmLAHB4hhDiazV7/RUiZLztx14yOdEprD8ic2CONpcSz1Jwz3hNU+Xpiw2lc4Em4VJJfwvxPfwi7DF2irYKCrv41Ykubta/TfXS4/GLa/O8V3JFWGo4QcCYFrPduMh8en8n5VYUAZCcET1UKDGJ9S/k5vG24r6iSaEgQK4QQx6Bye3BPrE5bc+bEfZb8sOUmXXzYciGEOBacltNP3W6T2gqQ4cRHGkuJZyh4VbxnvqtvTmxNVj/7POk/zmbpV79gqZagaJ8pk7bd/MvH9Lzuijrfi96cjDbCsGJDZehydy6nK6i+Kblua8PGmsXhmWqUZEwMKg8MYrXe7x2uck9P8k8/LovqGhLECiHEMcjpDk1OUZPqQeztfa9ryNsRQojDni95U+PERoBnqOTQNkPU17Xer9WS2OnIsWnWxxS+9zYAxfGeHlmNPvxc0pL4NCzeB7fZZXsAsOfvx+B2URiQHNE0+GzSO7VnU0IzFnc/l+zMhgksUx3lIUNuq8r9vZfpE55Dpw//QHpn+W4W71veIPdRkyqnlSf+e4EZ6z4BQqcqmQLmxOq9iaw6FXq+XwzbOy+qa0liJyGEOAbZw2Qcrkle2fag/d5Nu5MZn44zQrZEIYQ4mpTbK1C8PV6++X6p8SlBcwp929HO7ROHhqWgCPdv3+ML+wpTPVtZxsZAQUh9RatBW22ouEZRMChOXIY4tqa3pXXRZrK7dCQ9LZGTJz5Gkqn+oda+Jh3I3LsZXcDnrLNawia71eat25EOzRtHPNezi6YAkJ2QSQtzTr3vKZJiawl/75rPD9t+CypPNSYH7fuyeWfEp4eMADNE+X1CemKFEOIYNNP7lLQm57b2L5ruCvjg1ml0xOvj0Gn1YZffEUKIo82K/NXqti9xk04T/DVa6w1iJbHTkWHn8rVB+0XJei5pfwGGMNNk3GhQNFq01XrZdUWeddTdegP9JtyPct9EWnRoDkCaOQ5DhJ7ROtFoKE5uFFTkcvoDPUVRyN/pXcddHzlYDpw+9PyiV+p/PzX4eMOXIQEsQNvU1kH7Go2GSac8zqN970UXYUmhupIgVgghjjHV58OeHzAcLtC5rc5QE5UEBquJhgQ0Gg16rQ6X9MQKIY4BlQ7PvL0RHS6MWEfrDWqVOi6pIg4ty+8/AbAnLoO1LRPQNGvMoOYDMAQkOtzfpD0FjdpiGnsvilaLRlHI37FPfT11i2cNV4xGzIlxdOzYrOFuUKtF0QaHai6H/7P4rzdmoHlrkmfHEH4I9LqiDTz495PqfqySMa4qWBdSdlxmF9LiU0PKEwwJGLT6kIdA0ZIgVgghjjGBQezN3a/l7FaDw9bTaDS0TPY8Ua4KWA82Xu9JYqHX6HG6JYgVQhz9fHkBOqV3UIPV6gmcfOUu6Yk97CluNwn7PNNkDB0780t/M+nmNM9+wDxOJSGJfhMfpWWvrmhcLgyKi+InHgg5n+mU0xv+HgkTxDr9Qaxp7dKAuuHlle4I2s82ZUaoWYf7URR+2vY7zy6cQpG1WC33PeAJc0SN59NpD2xWqwSxQghxjLG57AAkG810y+hcY13fk1LfMeBfUkKn1clwYiHEMaHKOw82yZAQEMQGB6u++X5ztvx4cG9ORMXtsJN7+zh1vzI9HQWFlHjP/M3AnlhtYpK6nW4pjHjOFm0bsAfWS3HYSSzZH1T255d/BFTwB4na0uBl83zK7OVB+1vLtrN0/8qwdUttZewsj7ym7f6qAr7e/D07K3bz5srpavmmki0AnNVyEK+d/gLneB+Md83oFPFcEDocP1oSxAohxDHG5vIkgjilWd9aFzoP96TU98Gj1+pRUGT+lxDiqOfwZnQ3aA2kxnmCnbhqS6sYvT14eyr3IQ5fO1fkorN6eg/zTI1pfW4fAFK9QWxqO/88TkNaWp3OaTDF1V4pSobyYhJd1qCyjvO/Urc1AT2d8RUlYc9R7g1ih7Q8nTYpLQGYtnpm2LrTVn/Es4umUGIrDfv6/oBVCnZX7FW33/auH+9wef6PnNv6TO7seRMDmvalJjInVgghRFR8varVv4CFE+5JqW8IsS89vvTGCiGOdlanFQ0a9Fo913a5gv5NT+S8gOR3ELqciDi8fLB2Ng/9/RRb9/nnbya078B+qycga5HSFID07Gz1dW1KAhuLN9d6bmNcw/3s40aM8txHr5411tMGfPY6zhwWtk6ZvQINGs5rfSbntjozbB2fzaVbAdhRvosvNs4J6bFdXZirbuu1Ogqqirj1t/vVsm3lOz33pdHSPq1trQ/J9bWsT18bWWJHCCGOMXZvEGuswxeucE9knYrng9OXHt/pdmE8sM8iIYQ4rBVai0k2mtFoNGSY0hnZ6ZKQOsaAYagOt5NPN3zFgGZ9Y7Kkiag7p9vJo/8+qw6t3bbxT5p4X/ur9Q525nqCs9ZpLcDlWcvUlwXiT8dfbFn2G1d3voz0aufd0W0gzVd71jY1JppoKC3PHIStU1uMTZqyu0cPKl97EbvRhNFeFVTPbkwAh4X8k8+l37Dwc3IrHBUkGhLQaXV0TG8Xto7L7eKnbb+r++pQ4R3Qtv8jpHhHHizauxSzIYm2qa1Znr+Kjzd8GXSeUV0uj+p9aqUnVgghRDR8w4nr0muwqmBtSJnL1xPrHWosGYqFEEc7q8tGcpy5xjqBPUsL9yzhn90LeWnJ67G+NVGLjcVbguaG2o2e8Gdu/2R2Jlaq5S1TPPNaTXr/EjsFBs9w3hlhlqVre9rJNH75LZJfeJ1FBct44K8nKKiKPG82GnHNW6DR62nWsxvt33yXrq++hlUfjyVg+R+NomDTGuk/+rKIvZ5l9gqSjZ7fW61GS6OELMyGpKA6G4o3M2frT2GP313p6aV2uJ3YXHaaJTVRhyWvLVyv1hvUfACZpuphfs1kOLEQQoioRDOcOF4ful6eb/iwDCcWQhwL3Iobu8se1NMaTmAOgVnrPwfk7+Oh5nA7mbbmI3+BojBwqSdDv83oD/yu6TwCvc7z8/MlLwRw6CMPiTWlJpOcGEfj9ARmrf+cCkcl64o2NPA7AI1ej0arpcqYgDZwzXanHacu/KDaElspt/52P1XOKpKM/qA1Xh8ftNoAQKUzUnZhsHgzD1u9ic1M+nh6N+oRUm942/Pq/oZ896+VxE5CCCGiYFeD2Np7YgOfSGvwfJj75sQGDicWQoijlcMbiNb2N/NA5/iJhmV12rjzj/GeoE1RuOlXJzd86e8pLUzxBIC3HT+Gk5r0VssNAQ8jnDX8SBu18vTcLtzrX+qmoKqI5fmrQ9ZjbwiKRqcGsfvydpNsL8cVYZmaZxb+T91ODghiE/QmnIpLTcIE/gAV4IRGvYLOY/G+ZvEGvia9KagnNzUuhVdOe1b9PhANvUaW2BFCCFFHiqKow6rqEsRe2t6fLKJHVlfAPyfWP5xYehqEEEevuj74iwvTU9sjs2tM7knUbvZ6/5zN/ssrid9XRKLVEwRubB5HZYKO89sMoVN6+6DjDDp/T6xLG74ndk/jDur2/+V+rm7/sv1P3ln1IQ/+/WSDZ+536/XoFRcul5v1H3h6l5NtZWHrBq7dGhh0+kZXrS1aj+JdosfqnWIE0LdJb14a+CQ9s7sDUOXwBK/FVk/2Y4POEBKw1ieA9RwnPbFCCCHq6NON3zBv139A3YYT55ibqtu++tWzEzukJ1YIcRQrshYDEKev+W9mdkJWSJnd7eCFRVP539I31KGZIvasThuL9nl6SG9am06fdcFtn9T+XEZ1uZzBzQeGHKsPmKvpDoiU/jo+0V9u8geG9oDllwLtKN9V/zcQhtsYjxaFqopKEvfmRaxncVSRZcpQ9wN/bxO8Qezbqz5Usw/bnJ4g9swWp9EpvT3x+nhOb36K51zeHti3Vn0AwNJ9K4KuFWk5nrqQObFCCCHqxO6y8+fOf9T9umQnDpST5Mnn2DSpMeDviZU5X0KIo5lvaZEu6R1qrKfRaGiV3CKorLCqiG3lO9hUspWPN3wV4UjR0FbkrwYgwxVP/PLckNdbDTqNExv3Cup19dFoNPzTw8yGFnEQkDBpaZdE3r8gg62NO9Pl2isA/5zRbhmdaJ/WJug8y/avUrftLvuBP8QweoJRS2kFVWZPkFp5/pVBVRRF4b6/JpAfkGAqMLgOzHORV7Ydl9ulPtju5e19Bc+wYwCLd75sksETwF/b9YoDew8BDjSIPehL7HzxxRd8+aWne99ms7Fu3Tpmz57NzTffTKtWrQC44oorOPfccw/2rQkhxFGtymkL2q/rmoaNE7LZa9nPqTn9caPQO9uT1MH3ASTZiYUQR7Od5bsBaJLYuNa61b+YVwXMN9xdsbdhb0xENH/PYgAuL2gLbAdgnzGNRvZi3Gho2SSlxuPX9EgPSYCUk9SUAl0hQ55+QC0rsBYBkGFKJ7doI+AJ+CoclWoPLcCry6exuXQrL5/2jPoAOFpKnCewtJZWoHXYcKHh+AvOCKpTGSZQ9q3/CrC1dLu6/duOvwCocHgyNAf12BpM3vNVqWvBNklsFDL0Or4OI7oi0YZZhz4aBz2Iveiii7jooosAeOKJJ7j44otZu3Yt1113Hddff/3Bvh0hhDhm+OZ1+dRlODHAgyfcgUtxodPqOKPFqWq5bx6MS4YTCyGOUoqisLJgDQBmY1IttUPnB5Y7/Al+MqJcgkTUzz+7F7ChZDOX/lyMPt+//mn+SWezJz2L1OQEOtVyDoNWT1W1Mp1WF/LQtrDKM9Q8Iz4duzdZUk5SU3KLNwaNUvIFkq8tn8YdvW4KuZ6iKBGXyfHRmjy9qNaKSvQOO3adMeSYbeU7Q47r29iftEpXLXAMfMiSYkxWt309sRtLNqtliYYEdfvsVoNZsm85d/a6ucZ7rolGo+HRk+6lbNb99Tr+oAexPqtWrWLTpk1MmDCBCRMmsHXrVn799VdatmzJ+PHjSUqq/Q+FEEKIurNUS6NvqOPTYIPOgIHQIVd66YkVQhzlApdMCfwSH4m+hiGS8brQJctEw9paup1Z3kRLTfM9QaVNY+CfIWO56rxuJJlCP8vCUfAkPeqU1p5O6e3pktGRj9d/GZKN37cubKYpndHdruTrzd9zftsh5C7eyD+7FzCy08UUVBWp9TeUbKbEVsrMdZ+yrmgDL5/2DB+u/Zgl+z1zTR896R4aJzYKe09ak+f3r3D7LuKdNhxh5mivLfQPnT675emc1+asoB7PlLjkoPrl3kSPg1sMJD7gfL7e4sCe3cBe1/PbDOH8NkPC3mc0ko1mwqemql2N32AcDgdz5szht99+Iy8vD61WS8uWLTn99NM577zzMBjq9osQzltvvcWtt94KQPfu3bn00kvp1q0bb7zxBq+99hoPPPBAxGPT0hLQ60P/SGRl1bwItag/advYkbaNLWlfv6224J7Y7OzkCDXrJsXsmSOTaDZKO8eAtGnsSNvG1tHUvq/9Nk3dbpRd8xBUAFO8f5pGhilN7akDMMZpD7htjqa2bWgbCrbw4pJXAdA7FbW87ObxPHp290iHBfG1ry9jb3ZKOiP7nA/A13lGFBTKdcU8+POzQce1a5JDq7TmnNiuG/srCtTyuTt/5LsNvwbVffifiep2saZADWABft3zJ3eePDrsvRm8oY92/x4SnRaKUpoH/T643C7+CMh7MaBdbxplBv/ODmrfl8X7lqv7vvneZ3bsT1Z6zb9b5oTEA/r9C3es1WFgZy11IokYxP7xxx+88cYb9O7dm+HDh9O0aVP0ej27du1i/vz5zJgxg7FjxzJ48OCo3gBAWVkZW7ZsoW/fvgCceeaZJCcnq9tPPfVUjccXF4eO987KMpOfXx71vYjaSdvGjrRtbEn7Bsvbvydo/0DaJivLTJXF85S7qKSCfKO0c0OS393YkbaNraOpfQOnSqQY6/a+ApbfDApgASqqrAf8d/doaduGpigKj/w+Sd2/OX4IMJPcnF6c36tVndotsH1966ga3fFqmW90cPUAFsBl0ZHv9F5D8T/IqB7AVre/qCRoP1WXFvFeTa3bwIJfse3xfJY7MxoH1S21BR/nsuhCztXKGJx8yifJmVprG2UaMuv9+xfpd9dRLTFk9To1BbURg9i8vDxmzpwZ0tvarl07Tj31VOx2OzNnzqzTjVe3aNEi+vXrp+6PHj2aRx99lO7du/Pff//RtausqSWEENGyOq3srNhDu9TWYV//ctN3DXo9vTonVrITCyGOPgUBGV47VktoE0n1OYeBJJN7wyq1lTH+n6cZ2KwfZ7cK7lSrWplHEpDe6/ha55rWJHAedE3ZdH3Ze4Gorvf91l/V65TbKyi3V0Ssq/PGZPoqTx1tcvBoKmu1RFSR5nA/N+AxHvz7yaCy2u55cPOBnNVyUI116qOm/y+1iRjEXnvttTUeaDQa652IaevWreTk5Kj7jz/+OE899RQGg4HMzMxae2KFEEKEem3FNLaUbuPuXmNZuHcJbVNbc2LjXgBqdsGGpNN4PkJcDbyguxBCHA7KvVlbAbqmd6zTMYFDQ6uTIDa8cnsFb66cznmtz6RLRu3trCgK/7f+C/7ZvQCAebv+VR+qAlxZ2Zmk5X8C0Or42lI41SwwOA1nVJfLOaFRz5AgsF+TE/h3zyJ1v31qG5qbm6kZgX22lm0DPKsAlNsrKLNH7unUGQwoQJzVF+gGX9O3puvxWccxqPmAiCsQmI1JPHrSPTy14CUAumfW3nnYLbPzAWcTDudAzlnnxE6///47kyZNwm63c8MNN3D55ZfX+6I33HBD0H7Xrl2ZPXt2vc8nhBACtpR6Pgy3lW3n790L+Hv3Ak5s3Cske3ALc07E3tpo+L40OBX5YiaEOPr8u3uhut270fEHfL7qQyePRW+seJ89lXu5o+fNLNi7mO6ZXfl5+x/klW3ntRXTeO30F2o9x6J9y9QA1scXHN6ZPRxlyltqeaOmmQd0vyZvll6A1YXrgl574uQHyDRlhD0uPT44E/WQlqfTKb09TreLebv+BTzJFX2/E9kJmWwuzaPMFjmI1Rr0uACz9+GKc+f2oNct3kzDLczNav2Mb5zYiMz4dAqsRTRKyApb56pOlzIz91OAoIcEh4uIQWxRURHp6f4fwKxZs/jqK88izUOHDj2gIFYIIUTs2Kt9UbJUG2J0T++x9V6nLpBvGJAssSOEOBqlxXmS4lzY9tw6DxG9pvMIPlz3cdjXjvVM7oqiqIHgY/955pV+t/XnoDpuxR3SO/f7jr8xG5PYXLIVvVYf0psZqHTGd/gG2eaZGtNBf2C9hyZ95IzSkQJYgLR4f0KlpomN6ZzRAfAEqz7NkpqSV+YJRPVavSdTbw09sXqjgcDfIG3gBGxQ17UNDLxrMvb40Xy9+XtOatI77OsnNz0BjUbDqoK1tDQ3r9M568OtAa1Se73qIn6LefLJJ+nQoQPXX3898fHxNGvWjKeffhq9Xk/jxrUv9iyEEOLgCVwDtsganEykMmBIHNAgASyAznsep+Kq0xp3QghxJDHoPHMQmyU1qfMxHdPbhZRd0v4Cvt3yA+5j/IFfXfIy3Pb7g3RJ78gl7c9Hq9Fhd9v5bOM3oRUVhb7WRrRduZ/lmVWsaWvC4HDjsHsCu7dbDGPo0PDBWV30bdyH+XsXB/3s7+l9Ky8teY3WyS24u/fYGo/vFDCHenflXnW7S7onmG1ubhY0VNniqCItLpVt5TuwuxwYdaErwOiMNa8KU+hdyiehhsA7UKOELG487poa6/Rt0oe+TfrU6Xz1pWiAhgxip0yZwvz587njjjs4/fTTefjhh5k/fz4Oh4MHH3zwAG5VCCFEQ/tz57/qdmAyEkVRqHCEZnRvCL71EP/bvYjPN37LwyfeTYLBRGpc7ctQCCHE4c6XodagrfuSkoG9iE0TG7O7ci9d0jswd+vPx3z+gF93zKtTvbVF63lywfqIrxscbsZ+WgDkA3DGZtjQIo7rf7QRX+7pyXzmoQswGuo/BPaqzpcystPF6AKG0bZJaVmn4c4AZoM/qVKPrG7qdqPEbKYOeg6tRktBVRGr//P0TJ/X+iy+2jwXd5kbm8tWryD2my0/AP7lgY4USj2ff9f4OL5v37707duXb7/9lrFjOi3q/gAAIABJREFUxzJixAjOOOOM+l1JCCFEzBRY/YupbyvboW67FXfQYuUNyffh7nvKPHHhZAD+d+rTGCMklBBCiCNFlcszxzC+jj1bAFr8QezdvW9hnyWfRonZ6DS6YzqIdbld6DU6nIrL2xb+Xukx3a4mw5TBc4um1OlcTfMdIWWeoNbvQAJY8GTrrSkbcW10Wh3PDXiMfZZ8cqr15PsedGSa0oOCYnWKToRh5wZjtc/VCL2Xzc3N6nnXh0Zpko6M0uhHKUQMYn/55Rdef/11jEYj99xzD6+99hofffQRN998M2PGjKF37/p30QshhGhYgV+cAp/CuhTPU12frBrm8EQr0ge8xVklQawQ4ojmcDsp8y53khxhqZJwAntiTXoTrZJbqOXH8pzY3ZV7cSou+jc9ics7Dker0eJW3BRWFZOVkBG0xmm2KZP9Vf6g9MbjRrHw78/pFd+WXmePZNnDE4BStsc3IsNRSqL3YcPhxmxMirjMTTha72eqO8LDDp2xWtgWUE9RFIw6IxqgZXLs5q/GwtwBKVz9XVHtFauJGMROmjSJ2bNnU1FRwR133MEXX3zBddddx8UXX8xbb70lQawQQhxGzMbwywC4FBcOt+ep9dWdL1OX3GkIkbIVSqInIcSRbE1hLq+veE/dr22ZlUDaCLkBdFrdMf23sdhaAngSG/kCfa1GS1aC58FqSpyZ244fQ5Ypk7T4FG773TN1sX1Ka45LbY/puy3AFpwnnAWlnrwPObffSdWUiVCtWRcOvoEOB+dtNSid1pcsMXwQazBEfjhc4ajE7rLTow7L5RxuyhPql3wrYhBrNpv54osvqKqqIjPTn0krOTmZ++67r14XE0IIERsbS7aGLXe6nepi6kadsUHXeYvUE2t3hw71EkKII8Xs9V+q24n6hKB5kbXRRvi7qNNosbvtYV+rzul2smDvEtqntg3KZnskUhSF11ZMY2fFbgCSjeaIdQOTIZ3QqCeL9i3j3HkVbHrjRrV864P3kQTkJ2TSv0MTllV7MLDhhKFcdcWAhn0TB4nvMzVSj70+rtqc2JZt1c3t5TsByDoCf1+UeiaFjBjEvv3228yZM4eEhAQmT55c7xsTQggRW27FzYbiTerwrEAL9i6h2OZ5Ap5pSg93eL1FynIcmClZCCGONIEZ3qMZDgo19MTWYU7sfks+ry6fRqE3x4FJH8+LA5+M6vqHksVhweaykxafyrL9q/hq03eM7nYV64o2qHVSjMk1nMHv6s6XcVmHC9k565awrxs1ngmhud3OoPfyb9XyPpeecwDv4NCqLYg1xPl7YvdmteXkG65Q9zd5H2RHM2rgcFHfxE4RH8mnp6dzzTXXcMUVV5CUFN1/YCGEEAfPsws9yTDCzaMJXNIgMFtiQ4jYEytBrBDiKJEUYapGJJFGu3jmxNYcxP69a4EawAJUOQ/PuZ6RPDF/Eo/8+wxuxc17az6iwFrE84tfCapT09qqgXRaHfriyGum7jd5ehzPuXYoS5M9g4eXtTyZxulHXhDnow4nVly4FTffb/01aLUBnd7/mRvXsTOGgGzFTu/68O1SWx+ku204DR7ECiGEODIErkFXkwRDQoNeN1IQW9Ni7UIIcbixuxysL9oEwL+7FwW9VmGvDHdIRFqNlnNancHoblcFleu0uloTO9nCDDd2K25cbpcapBzOKrxrkq8qWEvblFYhrzdKyCLDlFancymKQt40/7zktaMew6r190TGnXEuAKlJcbS49GJ+a3cmA24aeQB3f+ipPbFuN+uLNjFn6488vcAzGjbfUog18KGGzh/CKYrCfotnuaGG/pw/GAKTLCtK3ReMbZgV74UQQhwS0fzBN0ax1mFdRErs9N6aWRyfdVxU88iEEOJQeXPl+6wv3sSdPW/i4w1fBr22zxscRGNom7NCynQaXcSssz7WMD2vv26fx1eb5wIw65KpUd/LweBW3BRbS9X9t1d9GFLnxuNG0SPLk3TItns32rg4DBmhvbKK00neIw/hKPC3+w+tzuD2U9rwhfIAKZ+8SXNrPgNO6aK+3u/kjvQ7uWNDvqVDwteL/+KSV9UkjA63gxJbKY/Pf56W5uZc6Kur83++Lt2/ktWFuYBnCPqR5rTmAwDP/zur3Ymp+tzfCOoUxFZUVFBeXh70Zalp06bR36UQQogG5YgiiZKmnskTIqk+bK5TWntyizcC8FHuZ1zTZUSDXk8IIWJhffEm9d/qPZ4NlVhJq9HWmJ3Y5rJjCzMVw3dvAGvzN9JEl9Mg99OQvtn8Az9v/yPi69mmTDWABdj22HgA2r/9Hhqt/3PEZbGw+faxQcduTMzhwjHDALhoYFvmp93Fyv1ldKhjoHMkCYyzFu5dqm77RglsK/evAa8JeEg8f+9iddukN8XyFmMi8HdgS97/s3fWYXJUWR9+23vcXZPMxN2FhCSQkGBBNgQLH7YsEHxhN/gutsjiBNgAu0BYYNngEBaJQdzdbdxd278/arq6e7p7eqTHkvs+Dw9Vt25Vna7M9NS555zfKWXIgIQWZjvw6cS+/fbbLF26lPDwcMfNFApWrlzZDjMFAoFA4E88vfSAVBdzzEmx+LKMC/1+b1uzTuuTE8fLTuzmwu3CiRUIBD0eZ8fhaOUJAK4ccCkFdcWszV1PSkiSX+6jUiixYcNqs7otAFYZquVa0uY4R2efWvsaS2Y+7xd7/Ik3B3ZgRCZ3jLzZ6wLq0VtuJPbqawmfeS4A5b/+6jbHmtyX1DiHovHEYYnA6RlI+y1vk8fxDw/+x21M4ZROXNbgqKPWeBFc7C0EluSAv5zY5cuX88svvxAZ6V9VS4FAIBB0HGcndtGIm1iy+z0AhkYNcnFipydP8fu9m6tMttQ6QSAQCHoizo5jWYOkShyhC2dC/BjCtCFNqY4dx17v6MmJLWus8JpqfLI62y/37yomJozl2oHz2VK4g6HRg9wcWFuzHqjFH39E8NjxqENDyc4uJgSoUgcRZpbqazWpaV1lerfTlmQpuxNrs9kob+rB+9iE+zvDrE5HgeODK4Pa0JPZ14SEhATCwsLaZ5VAIBAIOpWCJlGn6clTGBzlqAnSqXQu8zqjPlWhUPDEpAfRKDXcM+pWQnUOJ7Z/eL8WzhQIBIKegdlJbMnejixIE4hWpeW89JnoVFpvp7YJ+3ewJ4Vis4eykPP7zPLLfTubRrMBgLSQFOb1ncv56bNQKBRMSBhDkAeRoaO33+I2duK+u6j8dQ2WSun5r+g3Rz4WFhXuNv90ZWTMsDafc7jiGCariWHRg4gLiu0Eqzof54UOm6r1kWSfM9PT07n66quZMGECWq3jF/mOO+5oo4kCgUAg8DcHyqT+e871RgA6lZbk4ES5wXxnERUQwSvTnwZc096OVB7v1PsKBAKBPyj2INzUGQqv9uirxWqBZmuK35/82WX/hal/JVATwMmqLJceq33CU/xuV0d5acebgFSv+adxd7Y411JfD2bPKsvFH76P3V29ccFEGp74HIDI+DMnE3R+/3lsLHCoY6eFppBVneNxrtVoYm3uBj478hUAIZremwmlQEF2vIbUQhM2S8viZ874jMTGxcUxdepUFwdWIBAIBD2D8kYp/S052LVGqF94HxYMuMTTKZ2GTqUjMSi+S+8pEAgEHeHZra+6jYVo/N9rVG6f0qzNjtVmdSn9GBEzlECNJM6jb5ZRY496djZGi6SI2xryagsAmJI4wffc114GoEgbwat9rqBA57lnbERMOGsiR5GrjyE6Oa6VVvd+dCotjzqlBAeoXJWGnSPbVqORjflb5H292vVnpbdRFibFVZunm7eEz0isiLgKBAJBz8Rqs5JTk4tepZMVCS/NuIDyxgqiAyKpNlZ3qT0KhYKHJ9zH6zvf4VDFUUxWc68XmRAIBKcve0sPeBzvDIVXVVMktnntq3MGS/+IDG4YfJW8r3dqlxIbEE2DhxY8ncHSvR9wsPwIz0x5lP1lhwAbkxPHy8cbzA3898g3jIsbJY8t6O970bQqJx8dsKn/uTx98zkcfGQNePDLg/RqMq68nCM5lcwI631qux0h3iklWKNyVWA2WowUhiUTX5WLKiTUpYh2dtqMLrPR3ygUCqxNH8XqDyf20ksv5csvv2TgwIGuuco2GwqFgoMHD7bfWoFAIBB0mC+OfUeVsQZw1JScm3p2d5oEgK5pRdhgMQgnViAQ9Eh2l+zz2M8U/N+ODJxrYl0jsc7ifGHaEBfHJdgpIqxT66huqPG7XZ6wpzA/tP5JeczZiV2ds47NhdvZXLhdHmuN7kKNUgcKA2OnjSA8WMeqwReSeeg3TgUkcEmRpEy8I7Q//RUKZo5OZubontdOqCtp3gfeZDVjueY88ndWMPn8aaw7IEXwk4MTCdEGd4eJfkGBAlvT75xfIrFffik1nT106FAHTRMIBAJBZ2CX4x8U2d/jcXU3OZB2IRSD2ejyEiYQCAQ9AZvN5tWBfXziA51yT0dNrOtL+h6naHBz5zlC7xA10qm0GMxGj+rGXcHqnHVkhPclJSSR/WWHXY7dOOQan+dbDQYiGisp0YYzfZTUtuje6ybx3vfhjEmPZOVn9QyoyyJndO8QtOoKDBYD1w1a4NJiZ3nljyy5qanNUpOTe/eoP3SHeX7DYrNga/rR90tN7Isvvkh1tfdUtMrKSl544YXWWygQCAQCv2K2SgIZ1w6a7/F4SnASc9Jmcv+YRV1pllzHZbB0Tf2WQCAQtIX8JlV3Z+ICY3h4/H3EBsZ0yj0dLXZcI7F2YR5wTwl17sWtU+mwYcNocVcy9if5te7PBmD50W94dusrAG71slEBET6v25CTjcpmpTQsUXbWA/Ua7rx8OOeMSUY5ZQYfJc/ljvmjfFzp9GdY9GAAak11jIsfxfWDr2Jo1EC3eeWGSkK0wXINdW9ldc46hxPrj0js3LlzWbRoEbGxsYwdO5b4+HjUajV5eXls2rSJ4uJiHnrooQ4bLhAIBIKOEaLxnEakUCi4yKlVQVdhTys7UnmcxGAh9CQQCHoWNcZatzGtUtOp31d2J9bczIm1o1aoSAhyFTEqbSgDQKPUOC0OGv0u4mOz2WgwN7Iq5zc2OIkFeWJj/lY3JzZC17ITW3/oIMX7pMzOgDjPbWB+f+Fgbpg7EK3G/+3gehuJQfHsLT1AiDYEpULJuPhRHKlwVfyvN9VT2lBGbEB0N1npP5wjsX6piR08eDDLli1j06ZNrFq1ijVr1qBQKEhNTWXBggVMmjSpw0YLBAKBoH1YrNKLUHRAVKf0gO0Ih8qPAvDfI18zPXlKN1sjEAgErvx4ahUAE+PHsqlwG+C5f6s/USml5MdntrzMkpnPux0fHz/abWxa0mT2lOxn4aAFbGmqPzVYGgH/tlPZUrjDJWUVYNGImxgcNYDPj37Lqpzf5PGPDv3X7fwQrfeyEVNFBbl/f07eD4r2rEisVCrQ9rC/Zd3F3D7nolAomJbk8LXGx49iQ4FjgeHbEz8CUNxQ2uX2dQb2mlj8qU48ceJEJk6c2G6jBAKBQOB/smqk3nHxnZT61hHUCvEiIhAIeiZmq1nuYx3plAbb2XWmztevNdXJegHhujAqDVVc4UHdNzYwmicmPwjA7tJ9gKsQlL9w7k0Kkp7CgIgMAAZHDnBxYj3R0rOrLylz2df06ddOK88cNEo1F/U9z2UsM6IfsYHRFNeX0mg2yErVfUJTu8NEv2NPnDebPWcqeELIRgoEAkEv5MXt9gbzud1siTsttac4UXWKNTnrUSqUTEmcQGZE3y60TCAQnOnUmxvkbbPVjFKhxGqzMjZuZKfeV+W0uPdL1lrmpJ+DXq3DYDGQFJzg1k6lObqmdOJKQxUpIUl+tS2w2Xe22WqWM3yCPajehmpDuHrg5fyctUau37RjKi1BHRmFITuL7Kf+6nLseGASQ/r51/Yzif4RGRTXl1LWWC63arpxqG9Rrd6AuenXw9TY+kUa4cQKBAJBL0aB/1tBdJSAFkQmluz6J40WaQV5a9FOj2l1AoFA0FmYnISRLFYLr03/G8UNpcQEeE5z9RfOTuzP2Wv4OXsNfzvrUQwWI1ql1uf59hKSPSUH3BzHjlJnrgfg+sFX8f6BT1yOBTr1qp2ZMpVLMy6QI6/N7ajbt5e8V170ep+1SZOYG+ffVOgziWh9JABlDeVUG2tQoCBMG9rNVvkHk0Z6lzE3NviY6aDrNboFAoFA4DcCnF4wegrOdTzNsTuwAoFA0NU0mBtcepsmBMWhUCiIC4zp9HRilYfrP7np71htVrktWUsMjMwE2vad/9Op1fxr/8du41abVY7kAdQa6whQBzA0ehD9w/tx+4ib5GNhOslJGhEzlMszL2rxObXkwH6aeC43XCU0EjpCpF5Kfy9rrKDKWE2QJrDHaWK0F5NKcmItDa3vauAzEvvbb7/x8ssvU11djc1mw2azoVAoWLlyZfstFQgEAoGf6HmR2IGRmSgVSpKCE1zGrZ0snCIQCAQt8cau9zhVnQ1AbEA0ExLGdNm9VR60AuypzbpWqA3b26hYad33aHZNLl+f+AGAawfOd0lX/uvG59GqtDw84T4azI0U1hfTLyydALWeu0e79hxVK9Udypj5R+olBFkamHrBFAak+m7FI/COPe272lhDWUOF39PKuxN7JNZiaP1Ct08n9qmnnmLx4sVkZma6NWEWCAQCQddjdBL26KnfykGaQLc+sY1mEYUVCATdh92BBRgdO7zTo6/OKJXe79WaSKyiKXnSZrP5mCmxLm+zvF1rqiNCFQ5AlaGG0sZyQEpRfmHb6wBENqWqdoQqdSBh5nqy9XGkNhYBMG3mCLYeKmbayNPH4eoutE0/J8cqT2KxWegXlt69BvkReyTWZmh9JNbnb29ERAQzZswgOTmZpKQk+T+BQCAQdA8VzXr09UR0Kh1Gp9oz6BxVTYFAIGgPmlY4jv5E2cKSY5A60Pf5TYEkayud2Ci9I+r5yIZn5O0PnGpef85eQ1F9CQDxQR1XutdbTRRpI1gXNxaA7WEDmHdWH566eQI67emR9tqd2J3YamMNAMEttDbqbdgjsdY2OLE+I7Fjxozhb3/7G1OnTkWnc6Q7jBs3rh0mCgQCgaCjVDRWytvnpc/sRku8o1NpqTPVuYyZrCa3ebXGutPqD7FAIOgdaJU9R9s0KsB3FNQeNfaVTlxYV0R0QJTcgsVOg7mBAHUAhyuOyWP2XqMAM1OmtcVkN2xWK1qrCZtOz+xLz+LtL7XoY2O4qkNXFTija0oJL22Q2hZ5SlHvrZjUbY/E+vwN3rNnDwAHDhyQxxQKBR9++GFb7RMIBAKBHyhvrADg6gGXMz5+dDdb4xmdSovBYpR1FABMVjMg9cCzb9eYaoUTKxAIOp3mabhdHYmlhZK86NY4sU2R3JbSiQ+XH+O1XUs9Hvvm+P9YMOBSj8dGxQxD66PFT0tYGxuoXLMaBWDR6jlrcDzVdaOYOCSu3dcUuKNt9jNb2QuyslqL3YmND2n94pLPmRdccAFXXnll+60SCAQCgV8paVqFjQ3sePpXZ6FVarHarJhtFjQK6U/NofKjAExLnoxWqeWHU7+wvWgXs9JmtKomTCAQCNpL80wQrbL9Tlt7aKkdWqjWd9sZ+2KgrQWBvL1lB9zG7h19Gy/veItf8zYyOXGCx/PCdWE+798SeW+8RsOhgwBYdQEolQrmTEjt0DUF7jT/O+mcldWbGRTZn4O2w+wcEMBFs1ufXeazJvajjz7qkGECgUAg8C9lDZIoR2tW77sLu9qmwWKgoK6IisZKvjj2HQBKlIRqgwH44dRK1uau7zY7BQLBmUFjM6E5TQcijx3lygGXuezb29i0hJxO3EIktsHkLp7nLP6T1SRspW6WSt08wtdWak9lyduNESL62lk07ydstlm6yRL/cuWAy0ChoGbuFAL7D2j1eT4jsfHx8Vx33XWMGDHCpSb2jjvuaJ+lwCWXXEJIiLTqlJyczK233srixYtRKBRkZmby+OOPt6jiJhAIBGcypQ3lqJXqVr34dBf2P7ZGi5GnNrv2Dqw0VJEWmiLv7yjew+y0GV1qn0AgOLP4JXuty35XR2KdmZo0EZvNxn+OfAlAiCbY5zl2dWJP2gJ2PB1TKBT0DUvnRNUpvj4utdyZmTKVn7JWy3OaR/gqf11D+XffkHj7nSi0OpQBAWgiPLfHsZpMqBrr5X11SprPzyJoH817wnY0gt5TsP/87Sze06bzfDqxI0eObJ9FXjA0FewuW7ZMHrv11lu55557mDBhAo899hgrV65k1qxZfr2vQCAQnC6UNpYRpY/s0vYQbUWnlv4o1Znq3Y6VN1YSonW8tOXU5HWZXQKB4MxkZfavLvsdqQFtD83TiZ21AJo7Jx7Pbzp9e/FubuQaj3PsfWft3DT0WsDh3NqP9w1zdTSdI7HFn/6byl9+BiD7qb9K9oWHk7r4YVTBISj1epdzc/72pLy9OzSDzGGDfX4WQccJ0QRzcd853W2GX2ivQJVPJ7YjEVdPHDp0iIaGBm688UbMZjP33Xcf+/fvZ/z48QBMmzaN9evXCydWIBAIPNBgbqDOVE96aM+uN7JHOdbnb3E7dnnmhQSo9W7jAoFA0FnoVTqXlGKNsnvr8IM1bRO006t0LR6vM9VzsPwIAOekTmNW6nR5sTCvtsBlbnM9BZ1KS/F/PqHy5x/xhKWykpOLHwCg32tLUAU6bDdkSynKO0MzWZc6lbmpniO2Av8yt8+5BGoCutsMv9DeBXmfTuzAgQPlYnI7sbGxrF271ssZLaPX67npppuYP38+p06d4ve//72LemVQUBA1NTUtXiMiIhC12t1rj4nxXRgvaB/i2XYe4tl2Lqfb882tqgUgITym2z9bS/c3HZdeFn/L2yiPqZVq+kSkMLbfYIxm156xUdFBPTqy3B1097/v6Yx4tp1LT3u+VpsVi81Cv4g0Fk+7nZ0F+xmXPtjt/bYzCapwOM0xMSHUqCJd9n0TglKhJEgT4DbfZrOx6LM/yft/mOTa2GZAdF8Oljha6wxOTWdqwXh+y5IWGaPNFjcHtlIdTLi51s2K43ctYvDjjxAxehQN+fny+LEh01l2/yw0Ht7PexM97WfXG2Z1Y6+x1Y43e00Wvc85nvDpxB46dMhxE5OJX375hV27drX6Bs3p06cPaWlpKBQK+vTpQ3h4OPv375eP19XVERracp1XRYV7elpMTAglJS07v4L2IZ5t5yGebedyOj7f7IpiANQWbbd+Nl/P1mZyfzk0W81YzDb5vN8PXcg7+6TSkrWHtjE0elDnGNsLOR1/dnsK4tl2Lj3x+ebU5GOymonSRWGsUTAkeCilpe4OWmdSXSOl8upU0ne3xeBYtGvt80oJS6SoptRtfnF9qct+8+NXZfyON+v+iQ0bVw24jLLSOq7s9zvZiW1cvpLmuTH/SLuEMVWHObd0q5sdB/76FAm3LaK+3NHiZdGCsVR6eD/vTfTEn93m3Db8Bv59aDmjwkf1eFudaenZWp0Ut5vPacmpbdOyt0ajYe7cuWzatKktp7mwfPlynn32WQCKioqora1lypQpbN68GYBff/2VsWPHtvv6AoFAcDpTa6oD2p6K1tVkhPf1OK50inyMjB3GJf3OB6DB7K6qKRAIBP7gZNUpAAZGZHabDZMTxzE6djj3jr4NkER5bh1+PY9NfKBN12m0NLq89AMU1BXJ27cOv97tnKiASB6deD+PTXyAzIh+8nigWkpHrSuRWrV8lHQeOfpYPkuYyev3Tkc9ebpXOwreWkLlZ/8GYEXMJMKCRJu0rmBo9CD+dtajROpPn7TtltpPtYTPSOxXX30lb9tsNo4ePYpa3fpGtM353e9+x4MPPshVV12FQqHgmWeeISIigkcffZSXXnqJvn37ct5557X7+gKBQHA6U2WsBnARRuqJjI0byfsHPnEbVzYTcAhqcsYtp0mrAIFA0POwL5IF+/l701Jbi7WxAU20757dAeoAWWjJzrDotokgZVXmArCxYCtTnHq+1pocUWWjxbt6cXP+PO4u1udvwda4BoCZ86by8cp4FszMJFCv5paLh3DkG+/nK5ra/QwfltqlqdmC04v2/uz49EbtEVI7ERERvPLKK+26GYBWq+XFF190Gxf9aAUCgcA3nx/9FoCoHr4Kq1AoSAlOJKc232Vc2WzFVdVUByucWIFA0BlUGar55sT/AN/iSG3BXFXJiT/eA0DiojsJHjUGU2kJVoMBXVIytbt3YSwsIGL2HL87eDuK9shO7OHyY3x86HP5WPN2OS0RHRDFRckzOVD/JZXqYKaNSmL66GSv899LuYibcr51G4+Ii2qD9QKBf/DpxF544YVMmTLFZeynn34iJSXFyxkCgUAg6CzsaWS9IZVoQGSmuxPbTLzJ3lrCYnVNjxMIBILWUNZQTlZNLqNihnl0Fv+1/2N5OzE4rlXXLF/xHRU//UjKnx9Em5Aoj9tsNnL+9hSNJ467zM9f8jrJ9/+Z3L8/B0DmO/8i/3Up4BPYfwD6Pp7LK9rLoYqj8vZru5bK28OiBzEkaqDP8w25OVhqawkcOIiGvDy0FiNHojMY7+H5FWkjiDNWUKYJZfaFE/jvV3XML1jlMkcf3nN7lgt6B6khSWS3sd2eVyd2xYoVGI1GXnvtNe666y553Gw2849//IPZs2e331KBQCAQtAqDxUh+bQF9wtKoMlTL46Ha3qVKaKd5P0R7fzgRiRUIBO3hvf3/Jqs6B5DE4kbGDnM5bk+vvXvULQSofbckqd60gdIvlgNQ/OnHBA4cRNDQ4WiTkij4x5tuDqwduwMLYCoqlLcLVq8lPS0dhbJ1MjTOHTuao1KqsFi9f1eemzq9VVHfrL88CkDEnPOpqpRSkcOiwz3OfT/lAobUnCRfH83fxySTWzKet7eG0bcuj9mlkjBUUKTncwWC1mJ3YOtN9QRqAlt1jlcntq6ujh07dlBXV+eSUqxSqbhq5I/+AAAgAElEQVT33ns7aKpAIBAIWsOrO/9BVnUOD42/l1PVUj+++KC4XlF/pGnqFeuMttmYSCcWCAQdwe7AAryzbxlLZj7vcrzCUEmkPoL+ERk+r2VtbKTwXUdks37/Pur376P08/8SPHYctdu3tcqmqt275W3ThrUc3bAWbXIKSXfegybKe+rtqWeewmYx0+fRv2CzWDCVl6GNiZWP69U66oySAnB+baFbn1CtyvX71VJbi6m0BH16H3mseuMGebvifysc5+o9pyH//Y6pvPtdFDdNTgfguvMGsCY2mCO/WaFJFDk4MszrZxII2sLxqlOtrhX36sTOnz+f+fPns3HjRiZNmuQ34wQCgUDQOvaWHpBf0BrMjXLD+usGXdGdZrWamSlT+eHULy5jaqXrnx17ZNYq0okFAkEbsdqsaJUajFaHmNG2wp2MjR8FwBdHv6PaWOPxpbj+4AEUajUBmf3lsdqdO7zeq3abe6sZgLWRozi7fKfLWNGmrTR3CY25OeS9tYT0Rx7zeB2b1YrxhNTL1VJbS8EnH1O/eQPJix8hMENywG8ZezUvb3gXgKe3vMQfxyxyuYZW6XrXk395FGtlBXE33ETYlKmYykopfG8pngguyvI4HhGi44GrRsn7CoWCGaOTiTZWwF5pLEQoEwv8hK1JLKw1+MxtSElJ4YYbbmD27NmUlJRw3XXXkZub2yEDBQKBQOCbTw9/KW+rFCqqjVLaV7iud6RuBWoCWDLzeR4a78jecauJFenEAoGgnXxx9DuMVhNjYkfIY/868AkGixGAlTm/AhCkdk1PbDh+jNwXnyf/7SUu49UlZQCsihqDWeE7/XdL+GA2Rg5zG9fmeE45rs0v8Hqtkq8d3UCy31lK/WYpYpr16WfyeEKzml7nEhNwjcTabDaslRUAFP3rPQz5+RStWu31/qUh8V6PeSIoKlLe1qhVLcwUCFpP83eEFuf6mvD4449z0003ERgYSHR0NBdeeCF//vOfO2SgQCAQCHxjtprlbRs2apuc2OBW1ov0FJKCEwjXSelms1LPdjkm0okFAkF72Fd6kNW56wDcxIxKG8pc9oO1QZT/8D1Hbr6enL8/R/lqSZjIUlWFzSkLpCRLcjLz9dGobZ6zQw4FpcnbB4LTef2eqRwPTGqVzeVK79/dld87etmY9u+Rt1WnjgBgyMtFYTa7nPPuvmUu+86R2Mo1ruJLWY89RP2P3wOwJ6QfzckdNMVtrCVCoiM4HpjElvC2tQkSCDxxdvJkQHrXaS0+ndiKigrOOussQEohuOKKK6itrfVxlkAgEAjaQ72pgd0l+7DZbC4pcjabjRpjLUGaQDdxpN7AU5Mf4pWznyYuKNZlXFYn9vLCKBAIBJ7YVbJP3k4KTuCZKY/I+89sedlFAGlWwFBKP/8vAA2HDlK3yVEXaq6qpOHECYwF+QTtlsZ/d74jsuvM9rABfJVwNs/3u4Y30y7jrDkTCNJr+ClmPCtiJ/FB8vkt2qxWef7uNhYXt3hewXvvkPX4I+S/8HaL87RN7XXKvv+Wkn8v8zrPOMD1862PGMb8cwe0eO3mRITq+W/iOaxLGN+m8wQCT8QFSu8Gbelz7LPFjl6vp7CwUBYR2bZtG1qtyH0XCASCzuCdfcs4UnGMm4cuxOT0ZW61Wakx1RKiCe5G69qPQqFAo3IXepLTiVtQ3BQIBAKAamMNb+95nwnxYyhpkFSF7h51C8khUhuckTHD2FUiFWoW1kuO4aiYYTRu8S7IdPKB+9zGApISORyUQv+6HJfxTeFDuWBSGgoF7DxayrQR0n3nnjeKT1cdY05GADhV3FWqgwk31/Jcv2u5++R/UOP5e648r2UntmbjegCsh4/CmFiv8zRKNTazmbIvP/c6B2DIyAzM25SokRYP+6VGERzg/v3cEmqVkqd/PwGdpvctqgp6HvYFGOfFe1/4dGIXL17MH/7wB7Kzs5k3bx5VVVW88sor7bdSIBAIBF45UiEJe6w4+bNLWo3FZqHOVE9iUNvqlno6did2c+F2Lug7G51KLJIKBALPbCvcSVZ1DlnVOWiUGhKC4lxUh68aeJnsxBbVlwAQrg+j/Psv2nSfqFA95RrX3qdbwgZx0dyRnDs2BYDLpjlScmePT+XccSnkF1RQ/z/HOe+lXoTGauapWyZR+PDnKLws1lVX1wFQrgkh0lTTom1/GPZ//GPvBy5jc9LPYXTscGxmE4X//rfLsc8SzuGKgpUuY5ExYTyecS2Lj30IgFLbNgfWTkJUULvOEwiaY+9cYGyqZ28NPtOJhw8fzvLly/nss8947rnn+Omnn8jI8C1TLhAIBIL2k19X6LL/+q53AAjWnF4vDXq1HoBaUx2fH/22m60RCAQ9mawaR5jTZDXRJzTN5bjz92NBXREA0SfL5bHtYY6U2Sq19/rUiBAdyYkR8v6zGdexKmYcU5sir55QKhSEhAbxbL+FjvPunM79N08lISoIq0KJ0osTazYYADgWP9Tr9QHMCiXDY4a4jUcHRJEUnEDxl19Su26ty7HzLpnsNj8wNIh/Lp7psF0jFg8F3YtdlMwvTmx5eTkvvvgi7777LgqFgszMTPr378/y5cuZPXt2x60VCAQCQZsJ0fbOdGJvBDmJVNn74AoEAoEz1qaa+fxa18W9gZHuQZVZqdMBKZtFbbYR/5Uk/vRjzHj2hDrm16o8O7HvpF6MQqGgZsh4CnWRfJJ4LmMGxPD49eN8ps6GBeu4+aLBvJtyMa+n/46IEB3p8VJE16JUeXViFdukWtw+qY4esr9GjnSbV+VFmV7TlNGSt/uA27GBmQksTZ3n4rQHhLguhrY3EisQ+AudP9OJ77//foKCgqioqMBkMjFr1izuu+8+6urqePDBBzturUAgEAjajD1yebqgV+nk7eYvqAKBQFBQV8RzW1/jrKQJbhkqY+LcHT3nkoR+uQaURjM7QvuzM2wgj5wdjvk96Zg5KBQMpW7nNzYp/IbFRfF+yoWkxAaz6FL3NjremDw0gazCYSTFuDqKVqUaldngNt9qMKA6cQgAfX2VPD7snAn8uEbHeSWb5bEQUw02m417R9/Gu3uXUWOShFaDmiLQ1jpp34qCEm04WyKGcHeQnj8ums3D74TRty6PAn0US/SuTqtSaN0IuhlN0+9dWyKxXp3Y7OxsfvnlF2pra7nyyiv5+OOPWbhwIddff70QdhIIBIJOoDVNvncU7WZev7ldYE3XYBcNhLZJ6wt6J5WGKgxmg5tKtUDgibzaAg6UHcZkNbE6Z53bcZvNRs2mDRjy86nbvZPgUWMIHJcgH5+zQeqjalBqWHzNaCxmR5THEhQC5W6X5JFbpgIwdXgCDY1mJgyOc5/kg6vOzXS3ValC5SESW77a0bvVVFcvb0fFRjJhWBI4dcrRWkyYq6vJCO/D7SNu5LltrwEwIDKDmh3bCauVWgv9Y+DVzJiYwcXpEahVShKignjvzzNYuT2X4f0c0V47KmXre3MKBJ2BHIn1hzpxcHCw/P/Kykpef/11Ro0a1UETBQKBQOCN0gYPb1TNmJk6rQss6VrOTT2bX7LXMjF+bHebIuhkHl7/NABPT3mYUG1ImxrbC84svjq2gp+z17iNxwZGE6mLYEzcSE7++X7M5Y6esOX5+WTMfNrtnIRRw+ifEk5VrYGipjFlSKjbPAB9oJTtolIqmTsxzeOc9mBVqlB56IddvvxTeft4xiRW1oSRVl/AeX1SqNq5w21+7jff0mfhtYTqQuQxpUJJ1t6j2ENML/7xXJROC4QgLRjaRamao/QQIRYIupKApiwzaxt6xnv96+G8Oh4dHS0cWIFAIOhk3tzzns85fcPSO9+QLmZwpCS2sqlwG3m1Bd1sjcAfGCxG6kz1WG1W+d+0zuSIMj28/mmWCyEvgReMFqNHBza43sK9ib/jzlG/Z0RFgIsDa0f17S8AKKxSZke1KpDqJCkyGhbsKF/QBXouzQhqY6uZ1mJTqVBiw2a1YjUZMVdWuGTf1Ct1TJ86kOvvuoz+N19PTHgglbHpbtc5cVxKqXZut2azWtH+Jskir4id5ObA+sLS0NiOTyQQ+I8IfThXD7icmSlTW32O10hsXV0d27Ztw2q10tDQwLZt21x+2caNG9cxawUCgUDgQnG9e33WsOhB7C09CEjOXnJwgtuc3o5zNG53yT6STsPPeKZx39pHAOnf1mqz8scxizhWecJlztrc9VzRf153mCfo4Wwv2i1vh9ZauGxlBSV9o8nYW0bhV08Q/OZSyr792uO51WtWw9Wx6I1NTqwmiNnj3SOQWoWNfyVfwA2538tjO0Mz6a/qnOwAm1J65a7ZuYO67duo2bKJ1Ecel49XBEQyMkZyTJOa/j9u5hie23Y+Y6oOkROeytycNWiiYwBQKR0iU7X79snbE88e3mqblifMYGbpNmr7tv4cgaCzmJI0oU3zvTqxcXFxvPrqqwDExsbK2yBFaT/88MN2migQCASC5jSYPa+E3zjkWu5d+zAA8/vPc8mSOR0RVbGnF3ZV2U0F21ifv9nt+N7SAwyLHtzVZgl6OIcqjgJwy7DrMGzZTljdasL2FsvHy775CqsuAIDX0uczsDaL2aVbHBew2RhwSvpOTW4sITTQoeVSr9QRaDWgqa4gY+w5fGmuRWc1sidUitYu6KwP1VR3WvjWG/JQ/oeOfq//S5vBjGanhAZqeeD+eWw5MJGZdYXw7zWocaRbPjPlESmV+L8/yqnEUdGeFYw9MXj2VJauT+GJQZ7TjAWCnoxXJ3bZsmVdaYdAIBCc0RyvPClv3zHiZt7Y/S7j4kbJvdMAdE5KvqcTfcP8V3cm6H4sHsRrPDmwAG/veZ8lM5/vbJMEvYBKQxXfnviRrOocCuqKCNEGM9AaTf7uHJpLvdQfPkR5YRkKlZ56dQA7wgeitpmZWSbVkN79dS0VZ08GVrI/cST9nc41qTRgNWBoaOSmCwfz15I6iuuNzBoQS78kz3WyfsGDeJI5+xQgKSL/4cqJHk8LD9Yxe3wqRzZKmgk2k+NphOkke+vKKmQnVpvovZdtc+ad1Ye5E9LQaVtuHSQQ9ES8OrECgUAg6Bp2Fu/l3X2OhcNBUf15cdqTaJSuX9HODu3phHNanK0pcifoWRTUFWGxWkgO8f2CXFRf4vWYSqHijpE38erOpfKY0WJEqxJdD840iutL+CX7V4wWI1H6CH7L3+RSN33r8OvJum+xx3PrauoJbqgiWx/HY9eP5e+f7CIrwKkMob6BiB9WApCHa2/tDWlTOff4T2T3GcsU4LHrx2KzgVLZuVkuthayaL6Kn8ZjiS070GqdDjOuTqwds0ESZlobOZKb4lrviCsUCuHACnotQhZQIBAIupmthe4KlHq1Tnbubh66kNlpM2T1vtORuennABCuC+tmSwTNsdlsPLX5Rf629ZVWza8wVHocD1IH8ur0Z+gfkcEbM56T/60f3fA3v9kq6HlYbVb+d2oVBXVFNJgbAMityeevm15gff5mthbt5H9Zq1wc2GtDp6J4xVXobnP4YLIC4gFQl0riRma1htS4EN64dxrT5ozHgrujOGTqGJf9qNEjebHfNUQPygAkR66zHVj7fbwx51zfNalqfdNCjwcn1maUemvGT53SJZ9FIOgJiEisQCAQdDNWHNHH24bf4HZ8VOwwRsUO60qTupzkYCnCZ7Kau9kSQXPKGyvk7azqHNJCW66fy6rO8TgeFxQjv8grFApiAqKoNFRRa6pr1XUFvZPPj37Lmtz1fHtCUs999qzH2Fmyt8VzwvaewpCdJe+/k3oxZVqp1nPxMYcmS0lCf1mJd3B6JDuC0xhSe8rlWvpEV6G4BTMzGJkRzaD0iHZ/pvbQUiQ2IdV332SNXkcjgNn1O9JqMBB7UhLCGjcsqSMmCgS9Cp+R2KqqKh555BGuu+46KisrefDBB6mqquoK2wQCgeCMwGA2ytuJwfHdaEn3YY86Lz/6Dd+f/LmbrRE4U2molrcPVxxrca7NZpP//c5JncY9o26V0+JjAqJd5h51Uit+ftvrsgiU4PRiTe56l/2vjq/gf6dWtniOotLRt3RF7CTKtOGoVe5OoDYoSN5Oiw9hdZy7uumwvlEu+xq1iqF9o1B5qFHtVFroiRwa6TsFWBsgZeIoTQYs9XVUrl2NuaaaE4886JgTGNBxOwWCXoLPSOyjjz7KlClT2LNnD4GBgcTGxvLAAw+wdOlSX6cKBAKBoBUYLA4n9kxNp3V2cFac/JnShjJqjLXM7z+PuMCYbrRMYHT6+UwIimtx7i/Za+XtaUmTiQ6IxNrUni9IE+gy96ykiazL2yTvVxmqidC3XllV0HOx2WzYvGiNbyrY5rI/LWkyubX5nJt6NsOiB1FWkkvZp3+Vj+8JyWDxNaPpnxKOxWrl+C2OSGzAiJEu1xoxPA3LcSUqp+yW4E7q+9pmmkViS7RhxBiloFCgl561zmj0krBfdOExct//AMOOLZSuW4+1olyeoxNOrOAMwucyVG5uLgsWLECpVKLVarn33nspLCzsCtsEAoHgjKDRYkCBgicmPejSM/VMIj4oljBtiLy/pXAHB8uP8K/9H3ejVb2DL45+x6JVf/LapqmjGKwOJ9bSFC2taKzknjUP8ce1j2KymDhRdYpKQxVfHV8hz41oWpCx2CS1Yn2zmu75mRdzdvJkef+RDc9Q0SjV09psNjYVbKPWVNcpn0nQMWw2GxsLtrFo1Z94ZcfbVBqqsNlsHC4/hsVq4YMD/+HO1YvJr5XeFxUo3ITqwrShvD7jWRYMuIQ/jrmdETFDUCqUKDZsQ2m1kKeL5qW+V3HFzEz6p0iLGyqlkn0hfeVrREe4LowsmJnJxoih8r65J0m/NIv85gU6sm48RZmbo9U71OkNO6R2QtaTx5rN6SEOu0DQBfj87VapVNTU1Mh1LKdOnULZ1SkYAoFAcBpjsBiI0kcQFdC1NVo9jeZODkB5Q4WHmac3RouJolrvCr/O7Crey8qcXwEobSjrJHscTqw95feN3e9hsppptBi4Z+3DvLj9TR5e/zSxgVJE/dXpz8gp4pdlXAjAmNgRLtdVK9Vc0f8SZqVOl8e+Pi7VTe4rO8iyg5/x4LonqTHWilTjHsYv2Wv56OBngJQW/uiGv7Hs4Ge8tmsp72z/hK1FkljdsSqpddjc9HN4Zfoz8vlqpZrHJj7gcdGu/LtvpHvEjMOo1HDOGNc6z98ipehrpTqY4f1cU9SDAzSodQ6l623hgzr6Uf1Hs0hsWGKc06FWOLG6lh3UFbGTUKvE+7ngzMFnOvGdd97JwoULKSgo4Pbbb2fXrl0888wzvk4TCAQCQSsxWAwE6c9sBxY8t2apM9d7mHl68/Gh5Wwt2snMlKnMTT+HwGZpuHaqDDW849SaqTMcvYrGSj448Km8v6/0IKNjh1NYV+RxvlapRaPUoHaKus1MmcqMlLO8ZhmkOwk62esU82oLAOkzLV73BHPSZnJRvzkd/jwC/7A2d4PLvtVmZXPhdgBWnXDUwBY0RWJDmrIs4gJjKaov5qYh16BXu/a9NpWXUfiuo1TNFJvMC9eMQaN2bQGjiorifcv5VGmCWeIhVTg9NQqaEgYDg3uQorvTz/+baZdxSZihhcnu+FIdnnztvFY5wwLB6YLPJZspU6bwz3/+k+eee47LL7+cb775hunTp3eBaQKBQHD6Y7VZaTQb0Kt60MtWD+N0jsJtLtjOF8e+cxnbWrQTgFU5v/HndU94Pbe4vthl37m22l98duRrl/3Nhdu9OrAAubX5mKyuLUAUCkWLafJDoh3Rsmh9ZNN1Clzm/C9rVattFnQO3xz/H4tW/Yl3930kj81Jm9niOYfKjwIQFSD9uy4acRNXD7ycgcp4sp9+goaj0nFzTTUn//RHGo4cBiBHH8OtlwwjKsz9e/G2eUMp1EfT4OU70xbs0BUIS01uwyfsZJoczFqVnilTB6MPCfZxgjsmheeermsiRzF+8JkpCig4c/EZiZ0+fTqzZ8/m4osvZsSIEb6mCwQCgaANVBtrsGEjXNf6BvVnGqtyfuPc1LO72wy/c6LqFB8e/A8Ae0sPMCJ6KKNjXftFtuTAf338B5f9epN/o9Y2m409pfvdxt9xcmL8gUap5oGxd/DCtjeoNEhCN2UN5S5zQjRtf+EX+A+rzcqPTQsJO4v3ABChC+eifnMoaShje/Fuj+eVNpajQEHfsDRsZjO6o9lMzBxO5S8/0XjyBHlLXiVsylQqfnT9Wd4X0o8ZCSEer9k3MZRLp/ZhUHqkx+OqMIcTa43uQY5dU5aB0mZj/vQMtn+X2+ZLWBVKaKoxd2ZIpu8WPQLB6YbPSOx3333HwIEDeemll5gzZw5vvPEG2dnZXWGbQCAQnPZ8dvgrAEJ1nl/YziTOSZ3mcTynJq+LLekaVpz8Rd4uri/l5+w1PLfttVaff7Ja+lucFCz1wXxn3zJsNs+KsO3BWzsdT5FYtVOE6JJ+57f5XklB0mdYl78Zm81GlVNbH8AlPVnQ9XhK9a8wSCJcYU4LcDcNvRaAlBBHHatSoSRArafow/fJf+1ljt95G2VffwmAtbbWzYEFCAvVy/1fm6NQKLhoSh8ykjwruQdGO1rqRCVEeZzTHdhU0u+IXTlZ0w4l4cPh/TyOK7Vaj+MCwemMTyc2LCyM+fPn88EHH/DCCy+watUq5swRdSkCgUDQUWw2G7ubIl2nc8psa7ks40JeOvspt3HLafpswrTeo+/T0ycBoPKSPri5YLu8Pa/fXHnbnorsD5zrHu8edYvb8XtG/YFzUqcxKWEci8ff06F7aVSO2sbjVaeoNtYQFxjDtKTJJAbFU2mowmJ1j0AJWsZqs/Lp4S95eP3TFNYV+z7BCaPFRHmjJKz2W95GAGIDoskMl9SBM8L7AHB+n1kAJAbFMzp2OJ8teIsbh1wjX8euTl23f2+r751+TvszL0KdBJPi43pOyyaFSlqIUTV9n6nS+7I9bADvJ7d+0Wfw/13lcVw4sYIzEZ9Lm+Xl5fzwww+sWLGCqqoqLrzwQt54442usE0gEAhOa8oaHcq7LTk0ZxLObTiuGnAZnxz+gkQfvUl7Cr/lbSQhKF5+ufeFweJd2OXq4fPIqSjkRNUpbDabi2BLtbFGTkMG12fWPA23I9jb27wx4zk3wZjUkGQyI/qRGdFPtslOv/D0dt1vatIkfsvbyMs73gKkCPOCAZfwr/0fk19XSJWxmkghgNYmcmvzZQf0yc1/Z8nM51t13u6S/Szd+wEAtw6/Xl7QuKjfHEbHDqfaWINeJQkzBaj1PD/1Ly7R8tjAaGIDoiluKAWg8dRJLFVVLd7zq7ipHA9KxqTUsFDTfqcsPFTPcU0IEaYaAkN7Thp6bVIGHNrE7ogBDAb6JUfw1chZXDYutdXXGDdxAJ6WqVTCiRWcgfh0YufNm8fcuXNZvHgxw4YN6wqbBAKB4Iwgu0aqidKr9F5Tac80lAolc9JmEh0YTVKQVM9Wb27oZqt8U2eq59PDUopkax2FKmO112PhAWHoVFps2DBZTWhV0ktqlaGGh9c7otVKhZK0UMdLsD/FnRrNjehUWo+Kp/afXTuh2hAem/gAZqtZTm9uK5nhfWWHCyBCL0XR7I5reWOlcGLBbVGjJXYWtz766YzdgQV4e8/7gFQDOypGeg8M1bqWPwRpArEaDJR+vRzNxDHkLf+KeUP78g6laJRq8t9qOfjxRvrvqFU7VLgnDGr/wlVUqJ5nE2aitll4TN9znLuAAQNZcuxyYlKl7zW9Vs3DC8e26RqBTn1gs/VxpDY2pfbHJfrNToGgt+DTiV27dq3oCysQCASdgF3E5tpB80XNnxP2VioVjVLNXY2xtjvNaRXljW3rZ2uymjlRleXxWEJT5NnuuBotDif2ofVPyvPUSjUPjbsHnUrLQ+Pv5ZktL/vViS1rLCdIE+TxWLjOvR4xLjCmQ/eLbXb+0KiBgOQ8AazO+a3VUe7TlS+Pfc8v2WsBeG7q4wR7+fex0zwyb7aaW/VdExcY41YHOygys0Xn+didt4HVSvkKSW07cM9uZtx9AaN/Po657JDL3EJdJPEGh231Kj3njU9hxuhkokP1PtvJtIRCoSC+fzrZRbXotZ7T8buDqSMSMZmtjB/cscyS1UMvps/xLVRMmEXqGqnFVvrQDH+YKBD0Krx+k1166aV8+eWXDB482OVLy74CePDgwS4xUCAQCE5XKhslJ1YoE3smRCulAlb3Aie2rI1O7IqTP3s9ZlcZ1jbViRosRoIJchNtGhiRSVyQpEqqa0rt/DVvA1f073i/SKPFhMFipE9omjw2JXEC6/M3A3DPqFs7dH1PJDeL4CYHS9Gl4TGD+c+RL3vFYkZnUlhXLDuwAC9uW0JxQykhmmBqTLU8e9Zj8u8MQFFdsZtqcFZ1bqvSvWuNdcQFxhChC+dQhdQGp64F9Wub1QpW99r1i2OncerA9/L+22mX0q8ul+1hA8msy+HywjUAPL/oLCJD/ddm7L4rRmKyWDvkDPsbtUrJ7PGtTx32xlW/v5ADWZMZER9CVZMTGx3edpEogaC349WJ/fJLKS3q0KFDbseMxvat9JpMJh566CHy8vIwGo3cdtttxMfHc+utt5Keng7AVVddxfnnt13ZUCAQCHobdscnUu+5VcSZjlqpJkAdwJGKY/xwciVz+5zT3SZ55ZNDn7dpfksOWVVTfakcibUam8Zd04/npDueh70+ESRhpI5GLGuabHB2iq4eeDlXD7y8Q9dtCYVCwQV9ZvF9k4MfqJHSS8N1YWiVGrf+s2cavzqlWgNyvWmNSfpZWrzuCZdU9ic2/13ent9/Hv898rWsKNwSDeZG6sz1pIWm8Pth13Hv2ocBSAtN8X7OYfd3RYDqHIey+GcJM6nUhLA9fBAZSWHYjjhS0kMC/Zv2q1Qq0Cl7ThTWn4QGaZk4OF5S8e5uYwSCbsRnnvCCBQtc9jjt1boAACAASURBVK1WK5df3r4/Yt988w3h4eF8/PHHvPPOOzz55JMcOHCAG264gWXLlrFs2TLhwAoEgjOCfaUH2VUi1auFanuO+EhPw/5svjv5I3eveahHKtQ2mhtlESRfLN3zAYtW/Qlz0+c4O3mKfMyu+npxXymdOlwrpezm1eRjsVp4dcc/AEmxeMnM5+kT5ojqBGsdaaX+iFiWNJQBEB3QtQssgU11kZpmKa8alQaD5Qx3YpvElWIDo4n2svBl9PCMLu47h8imlGx7ir4nthTuIL+2kNKmFOSogEi0Kg2vz3iWe0bdyqy06V7PLVu7BoBfol1rPGsPSVl7xwOTOBGUzDO3TGTBzAwevHY055/dH4ACXRQatShbayv2bIsGZc+p+xUIuhKvkdjrrruOLVu2ADBw4EDHCWo1M2fObNfN5syZw3nnnSfvq1Qq9u3bx8mTJ1m5ciVpaWk89NBDBAeLFzqBQHB689aef8nbHU39PJ2J1EfItXlmq5nSxvIO1176G3tEzI5z3WGdqR6DxSALEtlbKm0t2gFIdZ9rc9czKWEc1w6aT4O5UY6qDorK5LuTP3KiOhulUiXf58oBl3m048oBl/Hp4S8wW80d/kz2WsrogK7tszkydijr8zczOna4y7hOpaOijSnbpxP7yw5jQ0onf3DcvXJ0tDmfHfmKawfNlxdVovQRnJc+U+61vCZ3vUdntKyhgg8OfArAuLhRACQFSwJESoWSzIi+bucUfvBPqn/71WVsV2h/DgWnc07pVgbVZlFbXo0WOBGYyF2/G058ZCDx9pTa9EyWJ8wgOyCO9jfUObNZPvlWgoM0jOhuQwSCbsCrE/vhhx8C8NRTT/HII4/45WZBQdJKcW1tLXfddRf33HMPRqOR+fPnM3ToUN566y2WLFnCn//85xavExERiFrtniYSExPiYbbAH4hn23mIZ9u59NTnG6QJoM4kqe72VBt90RV2T+kzhoPlR+T9RnUtMTHuL9TdyfFGV/XkoHANoTppMfau/z6IxWrhP1e8ialZlCxUF8zZA8fSJz6BpNB4VEoV4HimfRKkGtEGWx1VNocDN7bPYGJC3Z99VK00pgtUdvjfpr5AiuZmJCR36c9nDCG8kvy4+3hwJOWlFURFBflFbLI3/c7ZbDbeXPUeAENjB5AU7xqFVSmUJITEkVtdwMaCrUQEBzMiYTAAM/pNJiYmhODwdNgqicmFRujQqaXondVqxWAx8tLOj+Xr2XsND0zs4/U5nfpgmZsDC/DKn2axeMk6iqsjGUQW2j1SDXVsajyzJrmmuEeU1nMsKIXIUF2v+vfobpyf1Ut/OlcsgvoZ8bPYefj72fqUqHvggQf4+eefqauTVvUsFgu5ubncfffd7bphQUEBixYt4uqrr+aiiy6iurqa0FBJ1GTWrFk8+eSTPq4AFRXu4gIxMSGUlNR4mO1/iuqKOVB+hOnJU86IL4+ufLZnGuLZdi49+fnaHdhpSZN6rI0t0VXPVmt2FSzJLikiTduznldhuasC7MZju+VIoj39ubC4kuOVp1zmhWpCKSmpIYBQystc/67FxITQUCUJ5WzJ28WWvF3yMWMNlBjcn0FjvXSv8qraDv/blFVL9bemOgUldP/zVlml15WC4gq5Vri9ePvZPVZ5km+O/4ANG+PjxzA1aWKH7uMvDpcfk7dvHvx/lJTUMCt1Oj9nrwHghWlPoFNpWbTqTwCsOLqaFUdXA6AyaeTPOiRqIPvLDvHYzy9y/9g7APj6+A/8lLXa432VjTqvP0d5X3zlNlav1KFXwkd/ncMXT2WD069FzLgxbtdKjQrgmln9GTsgpld+B3YHPflv2umAeL6dR3ufbUuOr08n9o9//CNVVVVkZ2czduxYNm/ezOjRo9tsBEBpaSk33ngjjz32GJMmTQLgpptu4tFHH2X48OFs3LiRIUOGtOvaXUWDuUEWS1h+9JtW9wMUCAQCO9uLHIqhV/S/pBst6fk070dp9GMLGX9hMBtc9vNqCxgdOxyrzaHWarKa+PrEDy7zfKlS6zw4awMjMgnUeFYi1So18r06ir39k0ap8TGza7DXyJqs5g47sZ6oMtTw8o635P0TVVn0CU0lOaR7+2/Wmep5bddSAMK0ofJzuLjfHPRqPaNihso/JxoP4lflTjWw8YGx7C87xMnqbMxWM3eveajFe0c29eltjs2DCjFAoNWAUqlApVJiiXVVmg4Lc28FpFAoOGdMcos2CAQCgTd85uQcPnyYDz/8kFmzZnHzzTfzySefkJeX5+s0j7z99ttUV1fz5ptvsnDhQhYuXMjixYt55plnWLhwITt27OD2229v17W7iic2/d1l3+SH2iOBQHDmYLVZ+ef+fwOS03EmZHN0hN7gxDZYXJ3Y+qYou7OITkVjFf3D+7nMC/PQa9WZ5j8bw6OHcOeo36NUeP7TbXc4s2py2y2AZW/js7f0gMs1uxt7jbE/6n09kVWd7Tb2a96GTrlXW/gxa5W8feuI6+VtpULJnPSZcoslgD6h7u1bzkqaIG9HOYl0VRqq3eamBCcyLHoQfcPSeGryQx6/m4r/8wlHb7lR3v8waa683egkMGRJcf1ZH9ava2urBQLB6Y/PSGxUVBQKhYI+ffpw+PBhLrnkEkym9q3yPvLIIx7raz/99NN2Xa+rKWuooNroGgo3WAxuKooCgUDgjbIGR23j+IQx3WhJ7yBY4xrBMfbANivNI7G/5m1gwYBLyKpxtBDZXbLfrc9mhM5zpMuZzPC+HK08AUBiUFyLczVNfWV3Fu8hXBvK7/pf3Cr77ewo3sO/Dy7n8swL5bEQrXsErTuwO7Gv7VzKLcP/z+/iXvl1hW5j6/O3MDFhHH3D0rDZbPySvZaM8L4uqtCdTV5NgbydFJTQwky4dtB8Htv4rLx/VuIEF2GuKYnj+eyIlAZc50FN+4ah17T4XK1GI5U//yjvnwqIJz8ghndTLmZIzXHWR45gadOxjJQI9ganMag2C5B6pAoEAoE/8fmtkpmZyZNPPsmECRN4//33Wbp0qVvD9TOFo5XHAVArVHIDeIO550UFBAJBz6WwvkjeLqor7kZLegeqZr0eDT0wErvWS8TO+d+3oK6QDQVbXI5H6FuOxAIsGHCpvB2ia1kUwzlqui5/k89rO5Ndnct7+z6i0dLIvw8tl8e9RX27GrsTW1hfzCs73uadvR/6pZWQHXtLoebkNqn6rs5dx1fHV/D37W/47Z6toaShjFBtCEtmPu/2u9CcqGbtkJqXKqiVaqYlSaVc9myBsXEjuX3ETZzfZxaxAdEtXj/vtZdd9r+Jm8rLd0xh/NkjWBs9hnkz+svH+iaGkq/vWSriAoHg9MLnX6e//OUvzJ07l4yMDO666y6Ki4t58cUXu8K2HoHNZpPTspYd/AyARSNvJrTpZaI1jcMFAoHATkGtw4k9L6197crONJ6Z8ih/Gnsn0DPTie0prn8c41oO4+xwF9QV0ZzmUWZPJDhFX5unVjdH65QV1JpSlyMVx1ifJ6nHvrfvI7fjd478vc9rdBXOGU/Vxhp2lezjv0e+dpuXXZPLS9vf5NfcDa1yck0WE6tz1rGpYJvLIkB4U6p3namB0oZyPj/6rR8+RdswWkyUN1a0Keo8JdGRPuzJ6bVH6+0teDRKDUOiBnBBn1ktljbYLBYamnq+2pk5dQBhwToundaHv90ykQsmpbscHxAt+pcKBILOw6sTu3XrVrZu3cqOHTuw2Wxs3bqVkJAQzjvvPKqqqrrSxm7lk8NfcNeaB13SiBOC4thdsg+Al3e8RZUHlUiBQCDwRH6TM/P4xAcYFNXfx2wBQJguRHYqepoT65yZFB/ocDj3lh6gwdIo71cZpRrEs5Mny2PNI2feiAuU6h59CUE5Cx4paLnW+lD5UV7duZSPD3+OyWp2E4saEjWQgZGZrbKvK/BUm9vYrBYZ4N29H3G86hT/OfIV/9jzvs/rvrbrHZYf/QaQPnN8UBwapZqrmnrxfnfyRx53StEFh+hVZ/PjqZXYsLX65wTgiv7zmBg/lluG/Z/H49qmutWyRkk6OEgT2KrrGnIcNcPfxJ3FqqgxXHyW1OpKpVQSF+l+HdugYQD8Gjmy1fYLBAJBa/FazPnaa695PUmhUMh9ZE9nLFYL6/OlVeoH10mtfzRKDSHaYC7NuIAvj30PwJ7S/T1Gil8gEPRsShpKUSlULrVqAt9omyJIRmvPcmINTY6USqEiUBNASkgSOTV5vO3kQCkVSrkeVq1U89zUxymqK3GJsrbEn8beweGK43IZizecHT1fDujru96Rt3/L20iDuZEAdQANZinN1JfD3NV40p4oa6xwG1M59ZA9WZ3N4fJjDIjM8HrdE1Wn5O1RscMYGjUIgByneubmZFXnEh7jOxW8OQ3mBhQo0Kv1PueerMrmf02iTiGa4FbfQ61Us3DwFV6P25WMvz0h1bYGqj0rXQMYi4ux1NYQ0LcfdaXSs14TOYoDIZLzequPOtfqkDhe6nsVRoWam1v9CQQCgaB1eHVily1b1pV29EhqPQgfjIsbBcCY2BGyE9teFUiBQHBmUWmo4lR1NhG68B5Ta9hbsEeQDJaeJexkz9IZHy+1ntMqXVMoA9QBBKoD5MiXRqkhWBNEcHjrBZP0aj0jYny3n7OnigLUNzmjILWPyanJZWi05KA117Wwp8omBsXz5OQH+SlrNeemnt1q+7oCT211CuuKOFpxnMwIhxJukNo1Inio4qhHJ9ZkMXHP2ofl/TGxIxgb54gYtpSOXe7BeW4N9//6OHqVnhfPfgKAv297AxvwQFPPVme+OOZIX56dNqNd9/OE888I0GILoewnHsPa2Ei/19+irFj6+W1U6Xj8+nFU1fleTJo4JI5vN5zimlki40QgEPgfn7K6Cxcu9FgncSZEYj05sQOb/hhGOPVPqzGKdGKBQOCbh9c/DYha+vagUqpQK1Q9Lp3YLggUpY8AQN2sDjFEG+TSaqe16ZvtwTlamVWdw5Ld73Hz0IU8tF7KJHpw3D0khyR6rM8FSbE2QK1nXr+5Ho93J956w2bV5Lo4sTqVzuW40kta9c6SvS77Nw69xmU/M7yv2/3PSpzAqpzfWH70G2aknNVq2wG5Z3CjpRGz1UxubT4nm9r6HKk4Tt+wNFm8ymqzyirml2Zc4LUvcHtwjrxqlGoGRw7AajBQu30bQaNGowpwHLc2Sunw5vJyTAf2oQFGDUshLb7l2mw7CVFB/HOxqPsXCASdg89QwJ133skdd9zBHXfcwa233kpmZiZjxpwZbSHs6V/OK7v22iSAh8ffB0BZo3ghFQgELeMc2UkNSepGS3ovWpUWo8XIyaos3tj1rlvLmu6goUnlNVgrpXw2r0VNCIzjyqb6SoAwH+JMHUGpUHJO6jR5/0DZYd7f/4m8b6/Lff/AJ27nAliaHK2eiNZLv9ovj33vskjQHE91swAl9aUt3k+j0vDk5Afl/QfH3c305CmtsNQzHx/6XN5evO5JXtjmUDl+dec/uHvNQ3JWV7WxhipjNYlB8X6PiDs7sfeOvg2FQkHN1i0U/vMd8l7xLNpZsn4DmkO7ANBbPT9PgUAg6Gp8OrHjx4+X/5s8eTKPPvoo69at6wrbup1D5UcBZCVicFWKjA2MRoGi3alFAoHgzMBms7Fk17vy/nWDr+xGa3ovAWo9Vcbq/2fvrMPjtrI+/A577DEzY5w4zMxtCmm7aYrppiltv3K7ZYYUtkmZkhS27aYMW9xCSuGmDTfMMcXMOPbw94dszcgztseOKYne58kT6epKujMaSzr3nPM7PL9tKfsrDrH6WO8/i5qNpOZcw5Zh4v2CUxkY2l9cd43i6Q4uSDtXsr6rbK+43FKEsOVkyj8GX959Azte2lDO3V9xCIA9ZfvdSuU0Wt2NLovNwo/ZvwHgo9Jx49CrPR43pMm7DhCgDSBUH0Kkbzi+aj2HKo+I522NRmsjpcZy6sz1/Fm4RWxvcAn1diWvrgBAVF32VLv2ePF1iQSIMURT8ulHFC9/Rxjv0SPUbtsKgKWiQuxn/OUHcVkRIpfNkZGR6Ru0G05cUFAgLjscDo4cOUJV1cnreWywNrK9eCfjo0fzc5OoQqhPCIX1xaQGJkkk69VKNYG6ACpNVaw6tp54Qyz9glNaO7SMjMwpytr8PzhclQkI+W3eCvrISOkf3E9Sa9XqRRmZ7qa5jI5PUxjrvoqDku06lRa9yink0xOCXlNjJ7Au/0+39qqmMHab3YZB40eANgDIF7f36d9lG/XpV2SvJDEgntd3/Udsu2XYtSzZ+Tb59YUs2fE2fx9woWiUvrPtU7HfosmPiqJhnlg4/j6qTNX4qIXrG+EbTrGxlFf+ekvc/s7eD5kcM45jtflcnD4HtVJNbk0ez2x1CmRG+IZR0o73t/m3lFUthBmrPYhZHS9+Lp5Ye2ExVb/9Ktle+PoS/N9eTtZ9d7nt26jUUBWR1OVjkpGRkekM7d4hL7/cOTOrUCgICQnh4Ycf7tZB9SbL937CnvL9fHzQGfqzYOAl7Crdx6jIYW79Q3yCyKzOEYUxzks5k4rGSv4+4KIeG7OMjEzfpri+RFx2FY+R6RgtFXPt9G74a4mxjJyaY4B7LmYzGqVGIqbTXq3XrqCmlfqoRU2/Q6O1Ab3ahwv7nUutuY5CYzFmm7lNpdrepqWHe2b8FFYdWw8IQksrc9eJ26L8IkkLSgbgWK1gpD/yxyJenv40GqWaVVl/iH3bMmABwn1DCfd1TjwE66SqxKvz1nOsNp9PDn4FQEpgEuOiR/F91i+SfiXGMkJ8gsXIrYnRYxkclsFbu98T+zSLcTkQDPanJj7Y5tg6g4/LNc557CG37dbm76Np0iBHH0lig5BDXa4JJCPJ+3I/MjIyMt1Ju0bsqlWremIcfYIN+ZvYU77frd2g8WNizBiP+4T4BJNZnSOuN8vWJwUkMih0AIG67n9hkZGR6dvsLT8ACOGasYboXh7Nicv6/I2SdXsv5nA6HA4e3/isuK5TexYeajZg7xp1U48ZiS2Fw8L0odgddnaV7WNP2X5RUTnCN5x7x9xKnaUem90miTTqa7QUmJwYM5YSYyl7mv62wvVh4rYQnyDUSjUqhQqbw1k9oNRYRowhikCdf6fru1e2qBG7Nu8PyfqfhVsobSjDoHFXn9YqNShQ4MCBQevHsPBB3DD0Kt7e8yFWu5V/736f1MAkasy1pAYm46/1vrROa9Tv3UP+S88TseAqgqZNJ1Dnz+zkWaQEJMLHTwPwfuzZFPiEcX3uNwRbajGXllCp8SfYUssnMWdw/1GhWkWQwkxsmPeq2jIyMjLdSbs5sZmZmSxevJgHHnhA8u9Ew2a38cK2ZfyQ+Uur2129r94yLHywx/aPDvyXr498L5YyaLQ29uoLl4yMTO/wa84asZ5lamBS7w7mBKfWIvUw9oRXszVahus2hxOrFFJDsFkxOCUwiageCtc1tcgDtdlthOlDsdgtkpDbZgwaPwL7WF3YljR74X1UOp6a+CDRfpHcOOwaUWzR1cZVKVQoFAq30O1vjv7Isdp80YAdHDqgw+MI1rWd03y4KpMV2SvZVLQNjVLDY+PvFbcVGUv4+4ALARgXJQhkDgkbyMNjnaG7R5vq1hq0XWMs5r/0PAAlHyyn7q/tAJyTPIv+/kkAZOmjKdCHc+6kJBqbfsPZD9xLsKWWHH0U1543kN1NdWFblmaSkZGR6U3aNWJvueUWDAaDROBp7NixPTG2LiWzOofM6mxRzKElZrvnsg3PT32izeMODx/c6ovJluK/+CHrFwrqirhr3aN8dOCLjg1aRkbmhOeboz+Ky33dUOjrXJw+R7Jus/fexOCPWdJcwuZw4puGXSNp17SiqtudDG2qKatv8vzWmmsl5XcAJsWcWM/xfkGp/L3/hTw49g6JOFZpg5Bn2hwFBaBumkhI8I+THCNcH8obu5aL6ze2uFbeMCZqhNd9LXYLEb5hkraJMWNZOvNZovyclQ7CfUMZ1MKgtti7vh5ywdJXqV63ltIvPsdULIhGGVU6ltw+lQumpqJTSP+eqg1hTBwcTUWUUMIoS56Ek5GR6UO0G04cEBDALbe4F+I+0civLxSXq0zVBLXIazHbnA+MsVEjuSLjUhw43PJwWqJUKHlk3F38krOab4+ucNu+InslK7JXArCxcCsLMi45no8hIyNzAuGqQtpckkum80yLnSgqtwJ8n/UzZyef1qNjcDgcWOxW4v1jJeq0zV7hASH9uHf0rTy79TWge8R52uPc5DMYETEEs83CS9tfZ2LMWDGEuBkftU8re/dNFAoFk2LHubV7inCKNcQAENNigrm0oZyqpnDg9p7trRFriCY1MBmlQiGKtbXHnNSz+fboCq4ZNL/VPi0nGeakdE+t3uL3BU+8IkHIGQ4I8sfXRzi3Q6MFF+FkR6SgXq0bOpIPjUoaI+K5sFtGJSMjI9Nx2n26zp07l5deeonx48ejVju7jxnjOUe0r1JnrheXH9rwL+4edQvV5hoOVhzh0v7ni7Oeg0MzWJBxCQqFwq3eX1t09oG4vWQXkb7hcp6cjMxJyBeHvhOXYwxRvTiSk4OWeZG9wW+5ayXe9WZc80kTA+LF5ZbGSU+gUqpEL+SDY+8g2i+S9/Z9KumTEpDY4+PqCWYlTOeMxOmAe0huc246CN9LZ9CptNw56kZ2lu712og9I3EGZyTOaLNPg7UREEK7n5nyWKfG1pKSj4Vc1kzfGFKMBZJtpQeOoAJqI52/gy8Tz+K63cvFdUekMBkwblAU63dHcc30tC4Zl4yMjExX0O7T9a+//mL79u1s375dbFMoFLz//vvdOrCupt5SL1k/Wp3F10eE2meRvuGkBwvhMiE+QZ0ySDuzzwf7PmdjkVCTbenMZ9vpLSMjcyJRYiwT/76vG3JFL4/m5MXhcPSocdvSgI3xi+Kifn9z6/d/Q65gX/nBXp+gbD6/q0d4YvQYMeT4ZONvqWeJz2PXmqgtRZ6Ot5zQ4NABTIwey+jI4Xx26BuKjSUMCRvI6Mjh/GfvxwDcNepmr48X5RfBwcojXapeXrVKiAIzqty97o6DQv1gdf+BYtvEEfF8UzKF84sF1eeBYzIA6J8QzLI7p6FRd26yXkZGRqY7aNeI3bt3L7/84lkM6USitoUR+93Rn8TlLw7/j3tGCyHTmnbk9lujpRLhfaNvk9SIa8Zqt3Ko8ij9glLEF1ygzytDysjIdIwVLvn3Q8NOToOhN2hpjNgcNtSKnvF22uw2t7aHxnkOEx8ePpjhrQj/9QauubnnppzV6eihvkZiQLxY5shfa5B8Lp3SqRjt+pvpClRKFfMzhFJ6d4y8gdzaPAaG9AegsL6YpIB4UgK993afnzqbSN8IJnZRrrK9sVFczh53LqqN35JR56ykoC7Ow6xQMyA9Vmy7YGoq12zI5jV9FPVqPYvDnMJpsgErIyPT12j3rtSvXz8OHDjQXrc+T71ZasRaXR5oDhzk1OQBrdf6a49REcNE1cKF4+8jISCOB8bc7tZvV9k+lu58h7vXPSppP1aX79a3NewOO2abZyEqGRmZ3iOvtoBntrzKravvZ3ORNHpFpmvQqaSlbKweDMvuwtPE5ImCa1izXt2551xf5MahV4vLYyNHSralB6cyOWYctwy/VtI+PXlCl47BX2tgUOgAIQ1JoeC8lDMZEjaw/R1d0Kq0TIub2GXh58aDwnvbjoA0BiaH0aB0v+ZWhYrUWKnY3KNXj6FerSc9PojwwBMrb1pGRubUot27ZWZmJnPnziU8PByNRiOGbq1cubInxnfc7Cjdg1qhoq6FJ7Ylnx36GoBQn+BOnUelVPHUpAcloW1x/jFkhKRLxD/e2fMh4DSifVQ6Gm0m9pYdICkgwatzvb/vc7YUb+e5KQsl4VIyMjK9h9lmZtGWl93aF46/rxdGc/KiU+kwughm2bvYw9YW+XWF7Xfqo2hdPLG9oZjcXfhrDQTpAqkyVbs951VKFZcNkEoRBekCuW70fCrLjT05zB7DUlGBQqWkfINQv7ZQF8Yl4xJ4J+d0Dm5opH99rtj3+/iZDG8xwZYUFcC798/s0THLyMjIdIZ2jdilS5f2xDi6jX/vdubuxvhFUVBf1Gb/4y1G76kgu6sR25KL0ufw4f7PqTLVeH2OLcWCh+fhP55mRtxkzks9q3ODlZGR8UhxfQlr8/9gbtq5Hj0jpcZy/LV+EoXXF7e/7tZvauwEwn1D3dplOk/L62GymXtsMi89KJVDVUfF9f87gXKdg1zK0pxskQEBWn+qTNVUe/EcvWnYNahP4tSdrHul4e0jYoV3mvDYcL6Ons7leSuIaywFwBaf0uPjk5GRkekq2jVit2zZ4rE9NjbWY3tfomVh7qSABAaHZfBLzupW99EfpxHbkpERQ0mZ9BAgqCK3pLkEQL3Vu1nh5vIAILy8/ZSzSjZiZWS6mOe2LaXB2kCJsYybhl2DzW4T8+WPVGXx0vbXSfCP5b4x/wTgQMVhjtVKUwLOSJzB31JOrL9Nh8OBw2xGqeu74aYtDbCKxipJ3dDupNZSh16t56Zh11BjqulTOa/tEekb3ttD6DYmRI8WclJD+7fa597Rt1LaUN7rQlvdicND3WSfAAMAZ49LIMigI+jfX4vb7v/7SLf+MjIyMicK7RqxmzZtEpctFgvbtm1j9OjRnH/++d06sK6g0WaSrOs1PsxJPbtNI9a1NEJXEaQLdDOom4n0FQqe7yv3Lu+4rKHCra3GXCvWKJSRkTl+muu77q84xPPbllLZWMW/Jj2EUqHkpSaPa25tPjevupfkgASKjaVux5gZP+WE83gVLHmF+p07iLnlnxiGj+jt4XhE0UKQqLk8Wk9Qa64jQGvokGBPXyG5acwdKR13ojAldgLJgYltGqiJAfHd8nzvCzhsNhoOHSTvBfcqB6UpwwDQqFVMHRbDI6GTWJAvCFvqtCevLluvxwAAIABJREFUR1pGRubkp10jdtGiRZL1qqoq7rijc/XVehqjpUGybrVbJeuXZ1zCh/s/l7RpO6lO3B6uL7PPTXmcrJrcpnBEweNhsVv54vD/PJZqcKVlwXqAlbnrmJt2TtcOWEbmFKXlhFOz8umx2nxC9SFu/bNqnDlmL057qsmDW4q/1tC9A/USu8XM0VtvwmG1krToWbThER772errqd+5AxCM2ah/XIcmLAx9v/SeHG67KFsYYS3v611NvcXIgYrDrM3bQJ2lnig/z99fX0ejVPPIuLtQn0T5sM0oFAri/ft+dFh30JidRe5Tj3vctjxuNueHSie4h00Zhv3Tn9kR0I++9ZctIyMj0zE6LIPn6+tLfr73Srq9xbHaArKqsyVtNoc01EbfQol4Wtykbh3Tg2PvwGq34qvRM8hD2NPqY797NGIrGis5UpXF2KiR7C8/CAi5WdXmGoqNpWRV57rtIyMj03F+yPyF9QUbPW7Lqy3w6HF1RafSolNpCdIFdsfwvMJusYDdLoYEmwsLcVgFQ69gyaskPf6Ux/3KvvlKsl70zlsApL+9vPsG2wVYutmIfXPXexytzhLXm6NnTkSijrM2qkzfozUDFsDqG8CYAdLf6/TRSdy7dQEA87p1ZDIyMjLdS7tG7IIFC0QvosPhIC8vj2nTpnX7wI4Hh8PBYheVUH+NgVpLHeOjRkn6+ah9OC/lLLJrcrg845LjFnVqj9ZCnW4YehVv7FpO/+A0j9uf3foateY6tEoNfxQKOcrnpJxBWlAyN6+6l2qz96JQMjIynrHZbfzoUtu1JTXmOjSqnqlH2lnsjY1k3X8PCp0W3/QBBJ9xJuZCp6KuOT+v1X2rV58YivMhPkEU1Bdh0PhRZ6nv9nBiVwMWIOokzi2VObGw1bdddeGWKye5pTSEBem5/Ix0EiPlFCQZGZkTm3bfyG699VZxWaFQEBwcTFqaZ2Orr9BSZv+8lDMZGzVSFGZpJsI3jAEh/XpyaB5JDUwCaLX2a625DoB/7/lAbIs1RAEQ5hOCxWZhU+E2CuuLmZN69gmXhycj0xdorwyXyWbC6mjd63dFxqVdPaQOYS4qomDpq9jqaqEOav7cQM2fG9rdz+FwkHmPM0WkUm0g2FrXnUM9LhZkXMofBZsxaA18dOC/3R5O3JKQTpZhk5HpSowH9mMuLABgvyERjd3GN1FT8bU1clOOEFURHuR5Yn7myLgeG6eMjIxMd9GmEVtdXU1aWhohIUIe2ObNm8XlvkxFY6VkPUwfKjFgz0mehcVu7TMvI6qmkhFZNbk0WBvRq9suMD5/wEWiirKvxpfc2jze3/8ZAJNixsklPWRkOkiJsZTHNz4nrj809k52le3lu8yfxTaTzURto2Dozoyfwqpj6wF4furjOBzgq+neSI72yH7sIbB1vGaqw2zGVlUlru/1T2Fy5S5xveLH7wmZfS4A9Xt245OUjMrQe/m+Bq0fZyTNYHuJMMbuDiduSbQckivTy1gqKsh7/hlx/ahvHHsCUgGoURr4Omoapdogntf17cgRGRkZmeNB2dqGffv2cc4557Bnzx6xbcOGDcyZM4cDB7xT0u0tnt36mmQ9TB+Ktbqaip9XYDPWMzt5FnNSzz6uc1StW0PtVs/lhzqKa93D/LpCjtUWSLa3FIiZGDNWXG6Ze1dsLOmSMcnInEq4GrAX9fsbMYYozko6TdKn0WbirybDaVrcRJ6c+ACLJj+CXq3vVQPWbjZz6NqrvDZg7Saparvd7Fz/NnIKthbqvxUrfgCg8tefyX/5BYo/WH5c4+0qmu+bPalOPD5qNJEnqLCTzMlB2bdfu9WCtUcKolYv3zaZ126fwkFDIr4nQBlEGRkZmeOh1Wm6Z555hhdeeIFx48aJbXfccQejR49m8eLFLF++vCfG12E8heQG+wRy5L+fwrpfKN+5h3733uP18RwOBzgcKJTOF7uazRspeX85AIa33pVs6wxKhZIo3wiKjCW8u+cjqs01LJ78KP5aA3aHHWXTXINaqeapiQ9K9m0ZAtlobTyuscjInGrY7FLjb2TEMHFZr9aL5XYK64vF9kBdoGTyqTep/HlFu33ydWHEmsoAMBcXoY2MEoWfbE1G7SG/ePYbkvhb3V+Sfe2Nwj2l9LNPAGg4dBBzSQmOUL8u+wydQd30/XdnOHHzbyMlMImbhl3TbpSMjEx3Uvj2m9Ru/NOtfcy0Ydw93Gm0PnfjRPz0feP+JCMjI9NdtGp91dTUSAzYZqZMmUJlZaWHPfoGByuPSNYXZFyCUqGkpFgYs+PQXvY+9TQOL70WxxY9ReY9d2JvFF5k7RYzRW+9IW631XVN7tiQsIEAokhTaUM5AHvLD1BtrmFw6ACem/K4m1f2tISpkvX/7PuEQ5VHu2RMMjInO41WE7eteUBcPy1+KgEuf2NPT3qI56c+gQIFx2oFVfaZ8VP6jAFbtW4N5d9+La6vCh2JWeE+tg/iZ7PHkAxA7hOPkfPkYwBYq6ow5golhOpUelAo8B0+kjqVni2BGQCYB42WHMtWW0v2g/dSsmpNd3wkr9E0lYrpznBiY9MERoDWIBuwMr2K3WLxaMBWq/2IbjGhFBrog4+2b9yjZGRkZLqLVo1Yq9WK3W53a7fb7VgsPRe+1VEaXDyRT0y4n/HRTS9gVueLjib7EEV72g+Jtjc20Jh5FFt1FQ0FgsJnwVJpqHLZT+17QbyhZX3aapNgzG4tFuo2To4d77GG7fDwwTw/9XFuHHq12PbKX29SVC+HFcvItIXdYeehDc5yMxkh6VzQ71yJMJpWpUWv9iFQFyC2Jfj3DVEUu8UiRoQAWFGyOXgwu5ty45r5JUxIP7AqVWKbpahIEHS6+3ZKl70qtt88dwim2BSWJF8sHqfqSKbHSb+affu78uN0mJ4IJ242YrtbuV5Gpj2q16ySrJdphFQilcNGv7jeK+klIyMj01u0asSOGTOGJUuWuLUvW7aMwYMHd+ugOorNbuOrfSuobKyi3mIE4NrBCwjVu4hQWaRhxoXbd7d7XGNZhbhc8NYbWEpLMe6R7le96tfjGLkTRYtLsbN0DzevulcUL4nx81yeB4SQx8SAeEnbhoJNXTIuGZmTjUariRe3vc4Dvz9Jo82ZD3rD0Kta3SfURQQuIzS9O4fnNQ0HnEakA3gh9e8ArAwbw3/izmFx6gIWp13B9qABJEb5Y1OoJPsfuek6yXqij4VR/cOprRfulc25sRGN5eQsfMTt/CUrV7m19SQ9EU5sbHqe6HtZtEtGpnKlUP5rRfh4liRdxG/hYwDYHDRIrkggIyNzStJqvMmdd97JddddxzfffMOAAQPQ6XTs27ePkJAQXn/99Z4cY7uszdvAl0e+J8F/GwNDBwBg0PhK+ihaGLENFdWtHq/gjWVoo6JoDIkS2xxlJWQ94MylfSNxLjfkfI3CasVWV9cFap0OydqWYiEvze4QvOEBurZruvlrDQwJy2B3mfBi22g1tdlfRuZUI7M6m33lh/gpeyUOl7+30ZHDuXrQ39vcV6vSAuCj0mHQ9G4uaDNlLmHErydegEOh5Ioz+/P56iMUK6QK5Y9dNYZtd/1X0uZoEVFTOESo/z2qfzib9xeTPiANcoVtzaU8WuKwWlGoeydsUQwntnW/J9ZP7dtOTxmZ7qNq7WqsZaU0KrXsDOgHCgV1al+WJF2EKlD2wsrIyJyatPr2YTAY+Oijj9i4cSP79+9HqVQyf/58Ro8e3douvUZhU+hsbm2+aLz5tXjRVJilRqyioZa6A/sxDMgQ2ypW/Ijx4H43b2tLcn0imX32SHhDeIlsKCjAkH583pkzk2ZispkZGJrOK3+95bZd3cKL4olrBy+gylTDY38uZnPRNuZnXHRcY5KROVnIrcnjhW3LPG6bEjuh3f2bBX5iDK1HRHQHxkMHKf3sEyKvuAqfxCTpmIyCl3BZ4gXUaAwEGbRMHxFLfaOFL9dmEhGkJ9Cg5ezxiQBoLG1PbNWFCJ+tf0IwL906mdziOkzftz0+a2UlmvDwzn2448QZTtz1nli7w86avA3UmGqB3i+fJHNyULDsNRoOHSLh0cdpzMpEExqKyt8fTWhYq/sU/ecdajYI5bw2Bg9Cp1Xzj3MyqKg18enKw4yOC+qp4cvIyMj0KdqcQlcoFEyYMIEJE9p/yTse7HY7Cxcu5ODBg2i1Wp566ikSExO93t9VobekQVDgbGnEakz12FCwbsylzNjyKWHZeyh4fg/6084iYtoUlHo9ZV9+7tX5vo2awmuj43kzdCQzyrdTvOfgcRuxSoWS89Nmt7rdm3AhtVIthj1aHTYyq3NICfT+e5SROVlZsuNtybq/1kCtWRBlSw5IaHf/9OA0DlUdJSOkX7eMryUOq5WKFT+Iok25Ty6k3xtvi15Pa00N1pJiirXB1GgMjO4fzk1zhwBwzoQkpg2PxaCX5tBnTpzLwN+WezxfkS6E8mqnnoBCoUCtUtBePEdjVmYvGrHdJ+yUW5vHl4e/E9dbPk9kZDqKw+Ggbvs2ALcSOelvL291v2YDFmBj0GCW3jIJvU6N3e5Ar1Mxur9c8klGRubU5Phqw3QRv/32G2azmc8++4y77rqLxYsXd2h/s81MbLGZKdtr0VqE8Fs/l5lzU1kpgXVlqHAw96yhkn0bVv5EzqMPkXmf92V3bp4/HoDUDMFAtP34JYVvevby9DQKhQJdU+jjC9uW9vJoZGR6nypTNfVWo6TtgTG3o1NpSQyIR6VsP8rhtISpXD/kSk5PmN5No3RiN5koeu9dieowgCk/DwBLaSmZd94GQKS5kuFpYVw/Z5Ckb0sDFmBHg+eQ2BJtMGtDRnDB1BRJe1igu/dxp3+aZN3ci0r1zpzYrg8n3l9+SLIerm/dUyYj4w0OU8dSfBqzs8m89y5x/auoaUweFoNeJ/zulUoFU4Y612VkZGRONRQOh8PRfrfuZdGiRQwdOpRzzjkHEMr4rF+/vtX+CQlS72JNbTl6k4PL0vqReuZg/hwXiumzYjZtEuToLQ2NUC94XUZOm8mDWsHI+19OFu8fOujxHJ+cdgYapZKc2lpu2bwZXdOLklGlIyDIgEKh4NpLb+C0Q1sB+L91q6nzd89bveSSy7jvvocAeOyxh/j++289fp6vv/4BgBUrfuDO+24Ta1OC8LIWqAvgu+9+JiYmlqqqSk47bYrHcT/44KPUDLCytXgHvz/zI+oy9z4zZpzO88+/DMBrr73M8uVvu/Xx9fVl/frNABw9updLLrnU4/neffcDhg0bAcC4ccOxWt29ItdddyPXX38zALfffjPr16916zNkyDCWL/8IgE8//Yjnnlvk8Xxr127EYDCQnZ3FhRee57HPs8++yGmnnQHAueeeQaGHfL65cy/i4YcXAvDUUwv5+usv3PpER8fw/fe/ALBy5S/c22L2vJkvv/yOpKRk6urqmDZtvMc+99zzAPPmzQfgqqvms3v3TkB4EbHbhT/BKVOm8fLLwsTDm28u5a233HPP1Wo1mzYJitU7d/7FNdcs8Hi+N998l9GjxzYddyxGo9Gtz1VXXcutt94OwN13387q1b+59RkwIIOPPvpv0+f8nKeffsLj+VauXE9QUDAFBfmcd96ZHvs89dQznH228Dc+d+455ObmuPU599w5PP74vwB45pl/8fnnn7j1CQsL4+ef1wCwdu1q7rzzVo/n+/TTrwhLD+bBnxez4vZPUCqUqJVqFCgwaP2wO+zc9s87ufrKawG47rqr2LZtq9txxo2bwLJl/wbgnXfeYpmLmq8r27btAWDfvr0sWOD572XJkjeZMGESADNmTKKmRpqb73A4ODc+kcvDBe/Ky7t38nuRoIyuDgzE1mDEYbaQYDDw4oTJbAnMQDMhjWcWPebxfCtWrCIiIoKSkhLGT56IweReEmzg1CvxHXQm794/k0suOZ+jR51lyuoqqtHZLUyOiub2IcN4IeUyKtb9m78ObcXX1ojC1xe1r2AcBwQEsnr1BgD+/HMDt9xyvccxffDBZ/SLjqHg1ZeY88kHqPzcvZw33XQb//jHdU3L/yfey10ZOXIU2ssi6R+cRvAeLS+//LzH8/3553a0Wi2HDx9i3rwLPPZ58cXXmDZtBgBnnjmd7MIcTC66AsE+Qcy7dH6H7+UPP3yfx/N5cy9fvHgRs2YJ97j58y/mwAF3NeiO3su3bt3M9ddf4/F8p9K9/P777xLvu64cz73cFU/3cntDA7Z6Z9SYWqng09OEe6Xx5tv4x7VXSI5hKRMe3gtHjSUmMpG3Eudy8Lv7aGxsoCV97V6uVCqYPftvXXov79cvHbPZzIQJIz32uf32u1mw4Cqgb9zLAebPv4I777wXgAcfvIefPdT0Tk1N4/PPvwHgu+++YeHChz2er/lebrcbGTNmrMc+Cxc+xXnnnQ/gdi9v5swzz+bpp58D4MUXn+Wjj95369ORe/nAgcIE6qhRngVfvbmXjxo1mrfeWt50zOVdei8vK3N/CW7rvbz5nawr7+UPPvgoF154CXBq38vnzbuQ0tLaDt/LPb0rNtMnpvDq6uowuAgjqVQqrFYr6lYEQ5RKZ2it3WZHb3I+jCKqfXht5K3csPwOsZ9CqcABWJQq9L46sHpvt5dog1CrVWAWjFiVVotKJTiww1Lj4ZDLjdJmRamRekD8/HSEhwvGra+vVjL2ZjQaldgnMFCPQeeL2W4W8/A0KjVKpYLQUAPh4f6o1VaPxwEICNATHh4kluZRKBW07KnXa8TzGQw6j8dSqZRin6NHafV8wcF+Yj+VSond7t7PYPAR+/j4aDweS6dTi338/X1aPV94uD8Gg4HaWkOrfQIDfcVjaTQqj/18fbUdvC6+rZ6v+bro9YpW+/j7O78DnU4t6de87OPjel08fweu1yU42M/r6+Kpn8Hg/G3q9Z6vi1brvC4BAfpWzxcW5k9wsD8mU1vXRd+h6+Ln5/m3qVY7r0tQUOvXpVZZxcsrnQ8CtUpNoItAmhIVwYEGl+vi+TtwvS7t/TYBQkJavy5BQc7fplqtROFwYC4XakKr/HyxNzRiNfhDuDNE0K5QoHQ4UCgUOMxOr+M+QxJHB09nWnhVG9dF+Hx2u5FAg45aqwVfm9QjVK/SMyIxmPBwf7Ra6W+zUaUVJ/AALAo1RT5hoiyWw9SI0uAnfh5vroveXEfuwoew1RuxNzSg8XcXxXP9e2ntnuHjowWFElSOdq+LVqulvNzb66ISBfWaUalUnbqXt3fPaOte3jx2wO26NNPRe3lH7hkn870cPD/Tjvde3oyne7nFxYBtSe6/HsdWW4smsKmUVwvfglmpYc7UVF76SYXZfOrdy0NChN+m2Wz28rr0/L3cUz/Xe4Ze7/m36f11EX6bxcXGdt7/2rtneHNdvLuXN18XaP0d0Zt7uU7n/XXp6L28vevi6Z6hVCq69F7u3XU5+e/lzX2P517ekj7jiR02bBizZws5oVOnTmXdunWt9i8trRWXK8vKKL3/bnG9JDSJiPJswJlnsvvHNei+Wk7ZuDMZc9XFZN14bavHLtSFctgvnqkVO9jtn8ofiZM537+MyD+FGZmIF18nKEAIsyuuNPLKK99zVd6P4v7pby/HUl5GxYofCZp5GrqY2I59GU2YbWYarCY2F21jcuw49B2oU2ixW7l9zYPi+qvTF3kVMtka4eH+ku9cpuuQv9vuY33+n3x60BmS+/K0f6HxUGu5t7AZ68l9+kksRUWt9nk+5e+Mq9rLlIqdqK66Gb7+CFt1FQAfxp5Jnj6Sd++f6fU5r1m8igG12ZxfLNxfn0uZT3J8CHOnppCRGOyx/7z8X0hqEMa4/6rH+Pb3LOIairk8/2cAFFot/Za5i9G1xqFrr5KsJzy8EIVKiS6+/dzklty8SvBy3DnyJlKDkjq8f2s8vOFp6ix1Yr7tazMWo1T0bPaNfG/oPrz5bm11dZR+8TnqoEBC51zQqTI2Drud+p1/oY2JJfuh+wH4Mmo6wZZaEhsKSTVKvRFxd92LLjGR/FdfpvHIYbG9xDecya8+1+Hz9xbyb7f7kL/b7kX+fruPzn63zYatJ/qEJ3bkyJGsXr2a2bNns2PHDtI7IJKk0/pI1rUNNeKy3WpFqVZjbyqvo9Bo0Gja/sjmmCQGnX8xi78byrDUUJ48byB73v9M3B7o7zxfZLAvQ8cNAhcjFiDrPsGoLs86xsBHHvL6s0g+h0qLVqVlVuL0Du+rUapRKpSiNyGvrsCtjqyMzMlOnVnwfNwy7No+U9u1GXNxMSUfvu/RgC3RBlGl8WdHQDpWpRpl09+xbc3P0GTAZumjydNHMm9mmtv+HcGmVDF/VjqJUZ4fEmeNTWD1ulFcnSdM4p0zIZEBCUE0lJTCG4IR62ih/N7m+WrdH2C5Ty0E2ha3aY8Xty/rMkOz2lRDpamKOEMMF6fPobKxqscNWJnexVpdTeZd/xTXAyZOQRsRgd1iRqHWeG3QGvfvo2Dpa+J6uSaAwwZhsmZz0ECSGgqZV+AM/bXV13H0tpvdjqOU68DKyMjIuNEnnsyzZs1Cq9Uyb948Fi1axAMPPOD1vuoWRmmQsUJcNhsFtU1bUz3ElqG+ngipyGPCoCjevX8m/7x4GL4+GowxqQD8Fjba7eF1+oQUPowV8kaKdCGSbRWV7vlnPcUj45ze6We3viYqscrInCpUmYQcpUBdQC+PRIpx/z6yH7oP4/69YluJ1lkm44eISXwVPYNMv1iGp4Uxpq7JI5Mt5Ddl6qP5LHYW505MZNaYjk1O3TBnEHl6IVR5Q/AQkqMDiA1vXXn34hmpFPuEsiloIBuDBqFSKuifEOxWEqTh6BGMregLNGMpLeXoHZ5z3rqC7SW7uuQ4zSXOrHYraUHJjIka0SXHlTlxyH/lRcm6pbSEih+/58iN11H+7VdeHcNmrCf/JWluX6ilhjPHxjMqPRyFUkGVRjp5VPz9Dx6P5UVUnYyMjMwpR5/wxCqVSp54wrPIQHuoXAzTWq0BfxdjrXTjZrRVJeibRKK8MWKLQtxL0vj3S+PFlHmMHuoe7hYWpGfKeZOp/fc6gmxGbA1O0QWlsvfmCCJ8w7huyJW8tfs9AD7Y/zk3DfOcBC4jc7JRZ6nn94JNAAT1ESPWUlqKOjSUkk8/lrQvTmsSdHE4UGLH3lQTOjnan9suGsqaujOJ+d0pPFGvFnJLxmZEdjjEcWxGJI4LxvDstz7YUfDulW3X/VYoFAxMCmY1Qr8rms6nVjnPa9T6cWzRUwD0e+tdHGYzDocDlV6aAlHmQXCnKylrKO+S4xQbhbrjRU3/y5xa2C1mTC2ERMp+WoGpadKp4vvvCDv/wnaPU73OXShljyGZS2akoVAoaDBZWbU9j/d+NpFWf4xJlbux5znPuyzxAvQ2E/MKfmVr6hQ8y0zJyMjInLr0CSP2eFCpnbme/i28jXX/+xJVYz3NPZRaqRG7JmQE0yv+krRF9E91O8fI9DD+OX8c6fGBHscwa3Q8X30az+CqQxy99Ubn2Kzeh9l1B4kBceKyq9qxjMzJjN1h5771j4vrHckn7y7q9+wi/+UXQaGQiLbk61w8mgoFdlRcdno/RvYLR6MRJsGKQpOJcTmWA7jyrP7EhbsLInmDSqnA3oHw2MtOT+eRtzdJ2gL8tPw75nTmFfyG2a6guXiPpbiIonffxlxcROorS0Uj22Y0ijUyAf4MGozKYWNstbtKY2eRQ35lugLXkPccfRSJDUWiAQtAeGS7xzAePEDZF0Ld+bfjz8PfasTP1siegFQuaPqb0OvUDE4O5UufMKJMUgXV9+LOpkZjoEZj4JWUeSR5qHwgIyMjc6pzUj31TQqpkapqlKoBqlp4YkedOcHtGBqdu7dWoVCQkRiMqg3Pqk9oiFtbcF0p5tLem80P0gXy6nRBEtti6/paijIyPYXNbiOn5pibaqwnvjj8P3H5rLTpnRJk6WqqVq0UFpoMWJNCmD9cFzqCi2ekcvXZA7hhziDOm5jE6aPiCA30IcBXKAW2KVs6OVc68RymDe+cYBzAoOQQ+scHceclw7zqHxvmx9ypKVw4zVlHNjrUj2zfGMo1AWgcTvn+2m1baczKxG40Ym8q61T5y88cve0mHE0y/99GTmFt2Ei2BA1kW2B/cd/q31sX8/OGjhqxe8r2c/OqeyVhyOvz3cs/yHQf5sIC7Ja+82yqWr2SrKbarDsC+vFJ7BlufUqqPdd7tRmNNOZkYy4uIu85Z637Ml0wWX6x7AlIdRNPS4g0MH1ELP4urx35ujAKfcK5a95wLpouTKoPTQ093o8mIyMjc9JxwntiAUomzCYwOhz8/OGDJa32c/XaAoRHh9LYoo+yHeGn1vAL8uwVyXrwftLffJvy775Fn5qK3+ChnTp+Z1EpVcQaojlWV8AvOas5I3FGj55fRqYreHvPh+wq28sNQ69icGiGR8PU4XCwqWgba/P+AOD2EdczMX14rysN1u/ZTf0uaS3JV1MuRWu30KDy4bFxLikMGe77X3veQH7PHcqwmsN8HzmZYMXx3bb1OjX3zfdca7E1zpuY5LHdqlDh41Kyp/wbZ76gzViPys+P8v85FaLtKNjvnwxArcaPX8PHEd9QTIS5iuLl7+KTkoYuxtXv7D0qhfcK7FWmal7f9R8Avjz8HSMjhPuyq5q1fK/sXoyHDpL37CLUIaHE33M/mvDwXh1PY1YmJR99IK7bWpkUiTBXCb9tX2kuedE7b1G/c4db/+v/Noij+dVYbHYuni4VYlMoFFxxZn9WaxrhY6H+Y6XGnwVn9mdQUggZicEkRBgYmOQ+SS4jIyNzqnNSeGIn/+MSZl75NwJDPYf7NqNs4cXxCw5kl780fFip1XVqDJpWvkmFw86RO26j4rtvhXBCFxwOB4f+72qyH33Q885dRHMVpW+Puhfa9kRBXVGX5ZfJdB2Z1TkU1Z96eXrbS3axq0wI53tj13IWbXnZzSO7vWRgjZg1AAAgAElEQVQXt6y+jw/2CyF80X6R9At2Tw3oDfJffkGyviZkBDaFigaVD6ePjmtlLyepMQH8HjqcpckXk+MbzZCUvvFC+89LR2BRqlHhuUqbw2LFlHcMe6NzqlDpoe+6UKdwkikvt9Pj0Si9N+6zq53nifYTwkPNLtEqIT7BzEk9u9NjkRGeO3aTZ68lQGPmUQCsFeVkPXAPAPZGadpLyWefHLeH3hus1dXk/kuqy7ErII0nrhnrsX/tls3issNmo2bjHx4NWIBxAyP5+6x0rjxrAL4+nn+jJr9gMTrDotYxfbgwkaNUKBicEupVvUQZGRmZU42TwohtRq3Tist5Uf3dtttsNsm6X3AAA267iRVjLhfbAvt3rhRHWyJOjnrPysDlP/8EDgfmggKP27uKjtbG/NfmF3nsz2e87p9bk8dP2au8CvWU6Rx5tQW8sG0pT256/pT7nt/Z86FkPb+ukMrGKknbf/ZKxZIeHndXt4/LG8q+cooZvZQ8j49jzmBz8CCuO28g4wdF8rdJye0ew0crffGdNqLzocRdyeljE1Bqta1uNzea3AyDZl6/axoXN4VKWl08qKWffNTp8VQ2VnGkKsurvqUuk3T+WiGKxlXBvcHaMkZHpqOUffEZR265gdqtWyTtlrJSbPX1bsbp4Ruu5cgtN1K/ZzcA1toaqn79meLl75K98BGJ4diVNObmSMrpNDNw3GDiIgzk6IVJjteSLubXsDEAlHzwntiv5s8/KHrbc53kD2LP8moMMWF+WJsmYQIiQvpECoSMjIxMX+ekCCduRuHycq9Wu4eW2XXS8B+dTsPg5FAGXDuT96IiGD4givTYYLf9vMFOxx86FV84689aysvRhHZP3stVA+fx+EbvCqW7vrzVWeoxaFovvwGCd/eXnNUA+Kr1TI1zzzOW6RzHaguI8YtEpVSxr8JZvmRl7rpO1Q8+UTDbLNyxVqiv/PcBnlVA6yz1hOoFj6TD4ZAY9v835IruH6QX2BsbqPjxe3HdpNKS6xtFXLgf4wdFMX5QlNfHumfecLKLapk6PKZP1Yx0qFp/hJR/9z8cHvIdX7p1MjqNimnDY/HRqvj6R6O4zSe183Vvf8pZxU85q/jniOtID5Yex2Qz88r2N5mZMIXRkcNpdLnPaZXCJF+jzdkmC+EdH/bGRip//gmAwjeWorjtDgxDh1H2zVdUfP8/UKmgxaRyc8507dbN+A0eQvF7/xG3mfOOUfjmMvzHePaMHg+ln30iLh/ziSC+UYh2CQsS5Mo+jZmF0uHAplSxOyCNWWVSo7zmzw2tHju/qZxVewxJCeGh6JlMqNxD7UBZh1hGRkbGG04qT6whOopibTDbE8ajNRkl2/4IHkLgoAGSNoVYLkLJP+YMZVR/7x44nlC4eGJ/Dx7KIX/3Uj0gPNxLPv2Y+n17Je05n3za6XO3R4RvOME6oQ5ltan1/ECzzcInB74U149UZpJVncO72z/DYrd63KfZgAX47NDX/JD1K/vLD51y3sKuZE3eBm5edS+Lt7zMi9tfB8Bocb5U59V1r+e+tyltcCp1ftz0e7w4fY4Y9gnS7+NwVaa4rFGqGRY26LjHYLdYxJfqzlKwzJmf/1LyPG6YM4jhaWHcMGdwh4+VkRTC2eMT8fPpWFRFd2NXu49nfYggGGXe/Zfbthx9JIF+gvfW10fNjJFxhMZG8l7cbADqd/yFrb7ebb+O0Fzn1WyzcKDiMA6Hg/0Vh8ipPSZ67E02p3J8873K9Tc1I37ycY3hVKdlPeCCV1/CbjIJBiy4GbCuqIOFySlrRYXbtq4WgbLV1WHKyQagXuXD11HT+F/kZL6Kms70pogHh0KJTaniijP7M3FUEtl6YfLJeOggjdnZNBw84PHYjUoN91zmXY1hhUJBsU8YX0dPR+3n2/4OMjIyMjInlyfW319PxqKnGaPX8OOrHxFSmg3A59Gncfq8WSRHCzmzJQvuBKBzgcOt4GLExk0ciyUkAj542q1bzlffYln1C1W//SJpLyito/M+iPapNAnhl//LXMGCjEs89nlv36fsKN0trv/38P+oMlUD4GP3dfP+mW3uJYR+zPpVXF4689njHfYpx87Svfz3kLMmaHZNLreveZAArbPW6dbiHSzIuAR1B3IAewKLzYLVYUOv9jmu4+wrP+jWNipiGNPjJvFT9iq+y/yJJTvfZunMZ/klezXfZgq53hemncu0uEnHHYpnN5nIuv9uHDYbSU8tRh3Q8Tqz9Xv3YGyaqNrjn4JJpWVsRiRjM9ovz3EiYfKV6hAUa4PZEjSQKRU73fr+FD6eXH0ks1q0/21yEm8WOsN7q9etJeTs2cc9tmZv/jnJs4j3l4ZgN7qIUVkdgkFVbxUmPmfGT+H81OM//6mKvbHBowe+6N1/u7X9EDGR3f6p3H/UKahk0QlGnK3RPaTbbjSiDGxb+6IjHL3rn2CzUaIN4t2EvwGwz19Q4dbrhPvr4uvHU1lron9CMBU1jaz4JZikhiLynl3U6nEP+cWzKyCNBxO9j+y65pwM3vlhP1OHdU7YTEZGRuZU46TyxAKEBerx0apJPM8pynHx/OmS0L3J04YyeVrXqgTb/AVPZ5XaQOjAdGZP7ecmGgVgWSUVV/ohYiIAUfn7sVZVdumYPLGpcJvHdofDITFgAdGABThYecRtnxqz06sbZ3B/8Mre2I7hcDh4a/d7bu0Wu5Xyxgp0Kmf+4bKd7/bk0NrFYrdy+9qHuHvdo9jsrXtZ2qPGXMs3R390a/dtqvWa7iLWVFBXJBqwACMihqJSeq9Q64qpoIDabVup2/EXx555GlttLXajEdOxjgkNNRw9QuY9d5L/0vNi24qICSy6/uQMESyL6icuL0u8gOXx52BWuntnC3Sh7AhMp0LrboBoVErMSi2FOiGdoqVKraWiHIsHrxzA1QMv89ieX1coLq86th5lC+ViiRHbFGXy6UFBWdnusHf6dyQDRcuFMOAinzBJe922rW59zUo1KBS8nniB2HZ4lyD4ZKyqcetvNx6fl14ynp07RI+wskn88OIZwv1F5SKkFBHsS/8EwRgNCfBBERJGa6wJHcEzqZfzVfQMjvrFd2g8k4ZE8+79M4kKkT2xMjIyMt5w0hmxzYzqH8GnKefxTeRUElOiu/181tQMvouYxPtxZzMyPRyFQkFkv6R295t740Xicubdd3Tb+B4ddzcAgTrPXqXyRudL4g1Dr3LbXm1yf6FoDk2elTCdB8be7rb9zV3LOVBxuDPDPSUpNratPBzp63y5P1h5hHqLsY3ePYfdYef2NU6FbdfJj47y+cFv3NrSgpJFoyIlMFEspfKvzU6170fG3U2wT1CHzuWw2yl4fQmHrr2KnEcfpPD1JRQseQVTbo7Yp7nWaXvYTSYajh7h2KKnsFY6/5ZWh44kLiqIyOCT88W0MURIwcj0jaFGY8ChUDIkJdRNg/jj2DMB0HqQcY+PEISV/goUYmMcZmeEh8NmI+veu8i6906yH36Ao3dJ7zOjo0Zw49Cr3Y75V4lzQs5ss2CxSz2DJhcjtnnSpVnYSafqnEL9qY7Dbqdm00bqtgoCTGtChosTE658GnM6fwUIkx+FOsEgrNYYWJoo5L+rG2px2GxozQ1UaPwl+5prPYskdob6XU414X3+yTy0YBRnjU1gye1TefWfU1rdzxDW+n0mSx+DQ6EkPsLAVbMHtNpPRkZGRub46VvxiF3MrbeeS12DxU3dszuYMDiaPVnj+efYeDGc0T5wOGxf2eZ+CbHBuPs428ZSUY693ogu3vuZ3ki/CFQKFcE6z6FYu8v2A3BB2rkMDHFXdi6oL8Jmt0k8FJWNguc4yEc45vNTn+D7zJ9ZkycIXewpP8Ce8gOcnjCNuWnneD3WU5Hi+hLW528EYGL0WIaGD6TGVMvHB505ylNiJ5IWlMzjG4Uw7WO1+QwI6efxeD3J1mJpaYnfctdxaf/zO3Wsv5qiAc5OOo3p8ZPxVetRtqjXeMfIG3l+mzPfdHzUaKL8POez2y0W7CYTSp3TMHE4HNiqq7CUl3v0DrlSeijTKzGZih++k4g4AXwTOYUDhiQWnsQvs4ZAAy+kXCYqDA9ICOLCaSlU/abBx8VwtCrVxIUbmDHSXVk50KDjyWvH8dFL2QCUfPs1ARMnAVC16jexn7mo0G1fEMrhtGRFtnM/m8PGfpcQ9QMVhyUh6zubyjcNDs1gT/l+TkuY2u7nlnHn8HXXSNZz9FG8F38OicZCLiv4VdKeo49iTegozpkxgElDorlr6Qbq1HqsCiVhx/Zz+Pp/AFChCeTD2LOYVbaZjLocjOUVeK7I3jEaS0qoXrsGgFeSLyE8OozUWOE51loZnGaCwt1/b+tChlOj9mP0jJHMGh1PgF/rqt0yMjIyMl3DSW3EBvvrCPbvmVl1nUbFLRcMkbSNnZDBU1suYWruekxKLQPqcyTbNwQPIV2pYF3IcKZW7KBB6d2D7+DChWiNtaS8ugy1r/ceHo1Sg9nunqtUYizji8OC4IavWo9KqSI1MImj1dkADI8ayI6ifdRbjQRonTPjJU0CPBF6YTZdr/bh4vQ5TIgew6ItL4v9fstdKxuxbZBXWyD5vqbHTyLWIEQP6DV6fNV6jtXmMz56FEqFktnJs/gx61fqLV0XWtdZDlce5b19UlGydfl/dMqItbqIh52WMBV9UwhxS5IDEyTrwT6eJ2YcDgd/XjQPgPgHHwFAHRhI1n13tzmOMk0gq8NGcXHhKqyrf6J++GAsZaUETZvR6j7VG353aztkSGBMRiQJkf4e9jg5mDosht+25gGw5PYp6HVqFAoFhSof0Yj9KXw8SoWCJ/7R+mRAiL9OCC0F7OVl2E0mjtx8vce+9Xt24TfYmQ7SWnSJK78XbBKXX9vhnpsJTu+sj+yJ7TDW6iq3NkfT5FOOrzMSKksfLbabVFoiQ3wJ9tdx0/mDWfbNHtQtUlAaVFqMaj07AtLJqMuhbttWIia0HZpvLiqkas1qws6/AKWP5/z8A4ud4f4NSh2KDtRh9fWVPqfrVHr+CBF+j3PTw2UDVkZGRqaHOGnDifsCep2ahXechebqmwmef6Xb9rHnzwRgwnXzhf52M1YvlDm1RiGMtzy/7fBTt/1UGiw2Cw6HQwwPfnvPh6JnD2BI2EAA7hx1E09MeIDXZiwmJkDIJy5vkObsHq3KBiBcL80RivOP4YqMSyVtz259rUNjPVWoaKiSGLCARIV3ZMRQBoT0Y1bidNEj2Txp8O7ej6lo7P486rZ4fZezDMYLU58Uly12K38UbGZH6Z5W93U4HPyas0b8DL/lrgWgf3BaqwZsM66ld2bEew79M+51hpQee/pJjj39pEcD9pewsfwYMUEsk7UlKINcvfMa5L/0PCUfvIe9UVCvrV63ltrtQm55xYofOHLbzdiaXuKXx83ms+jTeDXpYgalRnDN7Iw2P8eJTlSIL0EGLWeNTcDXRyNGoVSrXUtzOXj+5oltHkevUxM1xOmxbs2ABTDu3ydZ13rIwfWW5tD0WnMdjTYTWpVWzoftIA67ncy73NNJLpruzF+3Nt27SnTBDEhwhuPqdcJ3PXpABFee1Z86lfTv3qYQJjZy9FE4AGtFOe1RsOw1qn77hZwnHsOUn+e23VJeTv1RIe92Y9AgUCg4d4LnagKe0PXrz/qQYeT6CPcIlcNGelwgF05LISnq5J2wkpGRkelrnNSe2L6ARq1k5sg46muN5LfYFpySBMDA1DB2KbXo7WbK80uITE9u9XimSueMd9WmTV7l3Tbjq9ZTba5hQ8EmPmkSMWmJn8bp2Q3VC2FTcU1GbEFdIQcqDjMiYjDh+jAOVAr5riEechHHRY/CoPUTBYhyao65hSPLwA3/e0CyPipimFv4bEtc1X83FGxmdtLprDq2nrFRI73ySnmD2WamwWoiUCe8lO0rP0i9xciYKGfJiI2FW8VSJS9P+xcalYZpcRNZm/cH3x79kdXHBO/k05Me9jiuX3PW8G3mCr45+iOTYsayoUDIpRsd2X5Zikkx4yiqL6HB2ij5zYIg2KKNiqZ2y5ZW9payKyANq1LNXkMKPnYz9SofUCg46JdA/3qnsJO5qAhrTTXF7wuGu/3Kqyn78r/i9hq1r0TM5rq/DUSnPbl/72qVkhdvcS9Hsy18GEm5RQDsNyQTZGjfu9l/QBz1K33ws7mr0rpS+fNPhJ5/IUqNYLwej0r3ucln8G3mCg5XZdJgbUQve2E7hMNup3r9WnF9Q/BQ6lU+ZPrF8sSwGCKC9BIPq0Wh5vo5g6kzmtl2sJSBSSHivuMGRvJk9AyuzHMKu2mjo/nn3KF88MtBLAo1KnP7JXbMxcXCuUqKyXnsYdLfXi4Zb9UqZ2jzmrBRvHHXNLQa7/9OFUolG0KGobVbSGgspkQXzH3zRx63KrqMjIyMTMeQjdgeQqOThhhtChrI5VGC8adQKKjsNwL9wU00VLdexxWgYL+zJqZizQoO7tpK/2ef82oMUX6RFBlLWjVgx0WN8vggjvEXjNjm/Mzvs36WbG/NMB0UOoDnpz7O3eseAwSDa2rcBK/GeiribUkiX43TW1FvMfLctiUcq83nm6M/isbk8VBQVyQRTXJl+b5PWDLjGRQKBV8dFnJAz0meJZ5zfNRo1ub9IRqwINS1bWnE/lWyW6Is3GzAAoyLGunVOC/sd5643JiVSe7if7VZf9KVF1Mu487MTzjkF4+1yQiyKVXUK/VMHRbNjBFxlD/2uWQfU2EBtZs2iuvF7/1Hst2nyaBPjQlgWFpYn6vp2pOUhsTznHo+NoWSa84Z6NU+Plo1+wzJjKne77YtXxdGrMlZPzj/peeJvu4G1EHBnTYeZiVMR68RJoR+zl5FrbmWUJ+QdvaScaX8u2+p+E4oCXbEN44NIUOwN3m3/XzUjB4Qwet3TmPvrZ9jsDViVPkQ6Kcl0E9LbLg0u9VHq6ZQF0qWPprkhkKO+sZQ3m8E56cJE0Pa7VYocvestsTh44ui3vkctZvNGA/so+HQIawV5dRuFkLLX0+cKxy3AwYswICEYCYMiiT32GgsWWqyw9OZJRuwMjIyMj2OHE7cQ6hdHpQ/hY+n3+XzJC9fKl8h/K6xpLTVYzisVozVUpVgRUUpNrN7vVZPxBii2tx+xcBLPbbHBbau7nxu8hltHlOv1nNh2rkAFBmL2xnhqYXF5vQqPD/1ca/3S/CPIzUwCYD1+X9yrNbp439j13KO1RZ4dZzM6mwOVR7l3nULeXPXeziayky4iuJ4YleTEE5zXc3pcZPEbZ5+Y8X17mHvb+/5wK0NYGzUyE5564ve+XerBuwBP/dQQbNSw+K0K/gqegaPXzOWd++fyaTBUSgVCkYPiCAxyp+SAGnZqOJ3/o2pwj18u0gXQp5PON8OuYR375/JQ1eM5tyJSR3+DCcT4UF6bEoVKBRYbN6V2vLRqvg9ZJjHbZ/GzuKl5HniesOhgxx7drFbP09Kxc15/K7q3nq1D+enzSbaT/i95tcVYrKZSfCP82qsMoJoWnO9c7Pah2+ipooGLCA+33RaFd+kzGZzYAb+U6a1fVCFgs9iZ7E4dQH/jTkddVNO65BUp8px832q1UPUSyeCC5YtoeDVl6n86UfRgAWoVhu481LPv7e2UKuU/N95g0hKi+P30OHYglsvuSMjIyMj033IRmwPoXQxWK9+5BrGD5eK06j9hJBI5dcfcODRR7FbpIap3WLh8A3Xovlyuduxa0s911BsSaxf60bsmMjWvV8Butb1IOP82y/MPqbJs7Y27w9AeAlpsLYdMngqUN6UCzoheky7OaCuqJVqbh5+rcdtByoPs3jLy7y756M26/TaHXZe2LaMV/56k3qrkV1lezlSlQVARaMQsv5/gxd43Pet3e/zwX6nl9LXJZxXrVQTrJOGlx+pyqKwvpgtRX+JL6BpQULI/BmJM4jwFV4Cbxt+HVcOnEdHcVitmKpbL+vzQ+RE3kicy8cxZ1CgC2VJ0kWcP9kZst9c4uUf5w7k7ftmMDhZeGHeMeQssvTR5Pk4jR9bgbsn6MuoGXwYdzZHjXJgSzOThjgnvkb08+4lPz0+CJPKXRTnkF88FqUGW4swe0uJ+6SYa5QCCLWDm0voRPtF8si4uxkfNZqnJj4EQLy/oJbsaCoK1N5En4yAw27nyI3/h72hAYWvHy8mXYJVqcZXp0arVrLgTKnCfaHCn1XhY/D1aztc+6bzBwsLTc/L4KYwdKVCQWOz8GEbRqy1xr0UnHHPLo99B6eEin/rnWHikCgyEoO57PTeV4iXkZGRORWR37p6kC+iZ9Cg1PGkr/uLmtrPKYSiLMilLCuPiPQUABryjpH3vmfPFUDBf78g6PZb2j2/Qes0RoeFD2Znk+iOWqnm7wMuaG03AHQqrZj/6EqcoX0j1qBxfjar3cqGgs18fugbYvyiuGvUTfioPStInuxk1Qj5lmH6jocw6lq87LvmlAJsK9mJAwf/GHy5x/1za92NsZKGUkqMpWTX5OKn8WV4xBCWznyW6v9v7z4Do6jWBo7/tyfZ9EIqBBKSQELvvStiA0EEC9hBrFcQxYq9Xq69C4ioF3vBCryoiChcQEA6IXRICOl927wfluxm2U2BtA08v087Z8rOHMLOPHPKU1FEuaWMQlMRL/39NmAfD1udB/vezXv/fEhSSCJLM35i84ltjjQmxeYSDBoD6fn7UKvUXJpwAZckjEZRFDRqDXkrlpG95GP80joRPX0GGj8jRev/R+Z7bxN26ThCL7zY7fvK92WgKrO3ChdojbzTZhw6xcyUwz+RZQglKCSAEwU68nUBfOBnnyX74oFt6ZQQ5jFvaaVDOWXsjj0PgPvSP6C6DoNFWnsQP7Rb7f8XzhVDusbQJtKfuAh/tJq6vSs16DR0jA/hp4J+XJDt7La9JsQ+67tFVXsLvVblekvTq3WOHgNRxkiijK2YknqFy/qqGmpM+dnInJODNigIlVZLxUHnWPHvjc6Zoh+5rhetPOREttrsgadBW/O/YY9k5wujAD8dI3s5W8aPGsJIKDuGYrWiUnv+m6o4fKhO1/J62wn8e0KX2jesQbvoQGZfWfv4fSGEEI1DgtgmNG3WFeiqGX+jOWWK//IyZ8B44PG5qG3Vt6oV7T9Q7bqqqqaOiPB1voE+v80w9B5aQKpq5Rfh6LYaoPPn8QH3k1eeR4iHSZ1OpVKp6NGqCxuPbyGrNJsv9iwF7Llnfz/yF+fFD6vT+Z9NzDYLH55szTy15bKubki7igXbPgbgqg6XuwSxABuPb2Hv6ie4NvVKUkLbu6w7VuzeirXtxE5HsNna35nPM8gQQJAhgAi/cAbF9mP1EWeA0Teqp9txfLW+3NH9Zqw2K0szfnJZV5nKCeytwSqVChUqUEHujz9w4gt7nZRu28reO2+j/RvvcOyt1wE48eXnqAwGfJOS8Wlj7yKsWK0ceu5pAH6O6MvfQfYWICsa3o23p/mZOTqFH9ceZMcBe8t3r5QI1CoVCTE1BywPXNOTh+fb6zRPF0Co2d5N8YghnBx9EF2K9pKtD+a+q3sQ18r/nB4D60nbqNMPCBNjA9myw7nforgLyfQJ5+U7B6FWq9hz56f42Sqq3f/USZ7Ojx+GgsK6zI0kBSe4bX/qeNrgavJon+tMx4+z/4F7AUh+730Ov2RPUXM4KoUtRvtvy+M39vEYwAKM6hXHivWH6ZRQc8unWq3i7XuGUlxmcUuPZ6tsibfZUGw2ytL34JuU7Pg3VBSFI/+pfX6IvwOTKdIa0WmlI5oQQrRkEsQ2ofDg6ruMGtPSwDnPDeZy54PaqQHsMUMYm6K7E5Z3hD4FOwgpzubE76uxARGDBlY70UnVFs+xiWP469h6is0lFNUh32i3iM4cKjqCChVz+9+LXqMj0tiq1v0qVT4cPr3uRZfyYi/IddocqgaCncPPLA1Lz8huaNVaWp0c6ze987WkF+xDr9Y7xrUWmIp4ZdM73NPzNtoFOceGFpqc48aSghPYk5/hCGABbulyndv3qVVqrkwZz7C4gSzc9jHj219McogzjUZZxl5QFHwT7Q+1GrWGW7ve4Jih+lS9q8xCbMrKcgSwVeX+8J3LcvZ/P7Kf81vvodJqKVrnrMfKtC5PT+uH1Wrj4fnriA4z2rsNJoRRXGZmx4E8eqVEUBexEf7Mu20gOq2ajffYz2OnsQ1fRw9DY7OyLSCBA75RvBcXjPo08kyK6o0bnMCaX+3dP22oOHZytmc/Hy0Wq8JPrfozPvNXx/aKzebSKqep0uV43pDH8dH6cEXyOPpH9yIp2Pm3Wp0wn5AGupKmZTObyV+5grKdO4iefmu1+VHPlDnbOa69fP9+bMXFAHzm2x1UKl6+cxABHnoYVZo0oj1j+sbXKW+7TqshJMD9ZW9lEGu1WMj/9mvyfv6RkNEXYC0pJWLSlZiOHavTtSjAleen1LqdEEII7yZBrJdI6dCa+e1HMTjdHnxYqwSxVtRosAeyOXc9TSt/A7fEBVNabiH7bns+xdxF79k3DoukVarnMTpVW2LVKjX/6nELH2xfwoDo3rWe3/nxw4j0iyAtLKXWVltP4quZMMVTF+Vzwf8dXAXAS2Pmoqvw3HpRF10jOjk+d4lIo0tEGgA9I7vy5Np5jnX/3vA6zw56hICTXcorg9g5ve8iwjeMWasecWx7V/dpNc5wHG2M5IE+d7uUmXNyOPT0E6h9fUl85Q3Hi5S0sA5M73wt+woPsuzALwAMiO5Dn6gexJXoyFq8iNALL+bE584A9rBPBHHl9gnOcr/7Fk8shYVoAwPtEzoBpWoDA8cN56GerR3bPDOtH61jgzGd7NXg76ujd4e6v3gBHA/df7QdyoD9q1gZ3guAwCA/Dqjt4z4lgG04apUKXWQUX5mGkmmwd7OfdkkqGrUaFQq7/V3nEshb9hOhF1zoWK4c2wo4fqd8tT4kh7j2RKhOfdL1NKdjb9Y1mDIAACAASURBVL5GyZbNABx+aR5t5jzYoMe3lhQ7Phes+hWAdL9YKjR6eiRH1BjAAmjU6joFsDXxNxqgBI5/uJiS/9lfXuX9bO/poTYY8Evr5LL9svA+DM35G4PimpYnmTxGj+5AdnbNmQCEEEJ4N+lP40XGTh9Pup+9G6e5tNRRXmhwJlDv3zmGju3CMOg0Hh8Kju/Zh6Io7F/yKcfXrHVZV5lftF2g/UEw2hjJfb3vok1g7TNyqlVqurfqfEYBLECvqO50DndPtVF+Dk7wtC1nF3kV9smTYgIbZyKZaGMkrw53nb31QOEhKqwm7l/9BL8e/gOwz9zqo/XhucFzHdu199Dt0pSVxb45s8lb6TpzsWKzkfvDd+y7bxYAtrIyLLmuE411iUhjbOIYJqdcRu/IHoxPupikkARyPl1CwW+/cOi5pyj+ewMAn0aP4MO4MSyMu8jlGD9F9HVZthQWuox/eyd+LGGn9HSIDPUjqA75SeuiODiSRa0vIiAmknm3DeTmi1NJaR3MYzf0aZDjC6dxgxPY5R9PgS6A7knhjnGSnl4WlO50TcdTNQitLd+yJy0xiFUUxRHAApSn76H8YN2GmNRVWZ5zwqTKINZ0cjzx1AuaqFXz5KzllQFsVaU7d5C3zDl04aV2k9gY3IE8fYDbtlafM39pKIQQwnu0vDv2WSw8xI/Qvn3gl68wFzu72Vp1Bqh+GJgL/dKP2bPUPk7SBLQa4Hz416g1zBvyOJpmelDrHdmdf05sB6BTWEe25uyg3HpuBbGLd3zqmBQpvJFzUqpValJDU9ieuwuAN7csdNumsmXWX2fk3l53UGQqdnv4L1q3lmPvvAlA9scf4t+tB7rQUCqOHuXAIw+4HXPffbNIfu99t/LBsf0ZHNufvOU/c+iT/zrKK4Pe4/pgMoxx9E+L4s9tsDj2AqYcsT+YbgpKIU8XSPuSw/Qu2EHO6tWU/moPqE/ogtD6B9C5lvF29TFxeHte+XwL14/pSEiAgZAAAx3iW2bXU28X7O98UXbHKZPvzL2uNxUPfeBYtp1M33N/73+RUXCAcN8wnhr4IOWWOv5gnkJbh8mjvM2Jzz9xKyvdvs0xbrw+FKuVvGU/UfDFZ27rQs2FzLm6B4G1tMI2lAqf6mfJtykKFSFRqNhBhUpL+cleR7m6QKIq7L8vb8ZfRmrRftSdenFhtUcSQgjRUkgQ62V0J1PtWAqq5KM8+QY6V+f+VnlXcCIp+XurPV7Z4UP4xjm7WDbnTMBVU74EnWxdPjXVzrwNbxDqE8z1aVc16bk1hSJTscusvrd3u7nRv/OmzlNYdXgNX+/9wW1da/8Yl4A1PrC12zaWggJHAFsp+7ul6HwMFG/9p9rvVRSFkn+24BMfjzbIOXFV1uL3KfjtV4/76FQKz9/Sn/BgXy7qH89D763lrTbjyNcFMKZfG378C1KL7GmAKgNYgM9iRvDUzX2rHQveELq1D2fBnBGNdnzhVJnyaFQv9x4i8VEB7K6yfMhsoA32VF+V6b6CDUFwGg3wiUFt2VuwH+CMchQ3J8VicXSprUob2DATVO2ZfmO163zVCsmtz2xSujNhMVQ/p0R+uQ1dYREG4P3WFxMSYGDSiPZsW7DJsU2Jxpc/QzsTlt8EJyuEEKLRSXdiL6Pzs9+oA/9yPqSrbRYADLfPcdu+y923sTZ1NGvj+nk83s73PvBY3hxSw5zdzi5JuIBgQxBZJdmOMptiI6NgP+uzNp2V3Yw3HnfmK3xywANE+DVey2Elg0bPkLgBLmXXdJjIrJ63MrvXHR73sZlMlGz9h8K/1pAx6y5HeanaHhkUr/qFvGU/YT56xGW//b7OrtHH3niNo6+8SMasf2HJt7+QseTnuQWw+3yd+UQ/a3exY/KzmHAjD07pSb4+EFQqLh+ayLjB7cjpPcrtfANiomsdkydaDj8fHQvmjOCqUcke1xdpnMFMrlL/f/ebOk9hZJsh3Nf7zjPqgtxcTMeOsucWZ77oF9s5cyxnLngXa3Gxp93qzFbh2pr9Uez57DbaX3Sl+8Wype+Eeh3/tGmqf+fun3sMwzb7C8JirS/Pz+hPn46R+Ic6Z7oe2c+eG3pEz9qHzwghhPB+0hLrZaqO+yreshlDbByhxfZAr3tarNv28bGhTJl5JX//+Dscdh8rZDy8h0Pvv0/0hPFoA5o3B6JR58frI553LIf5hLC3YD/rMjfSJ6qHy4y56zL/Zkhc/+Y4zdNW2cLs6QG4yFTMz/tXMqbdKD7d/TUAN3a6pk6piRqKQaPnjm43syl7KxOSLkFXS3fy7E/+S8Fvv7iUHfaJYEV4b6477N6i+12rgVx8/A9+D+3G7opczj+xzjHGFaB0927K0/eQX2U87Zvxl1GgCwBFwWAzU6HW0SPBddKlxNggnr+lP2FBPqhUKi4d2I75eWUcNYQTU3HCsd3MSV1Pqz7E2SNl71/ALfU6RqA+gPHt3fMPezObycT+h51d+VeE96ZCo+fz6OFcfsz+f/f4fz8k+uYzr5uM2TMdn/ODoznkG8WhKi+qevo1bToiP3X1aeaq6pQSjebkjNVGf+f41/N7t+HCfvEYfSUVlhBCnA0kiPUyKqMz0Dz6yos1bOkqcXBvMr+Y73Fd2epf2bltG51eqD2H3qlsZjOFO3ZCuHsAXUmx2VDMZtSG05tEJ7fc3q9r0fYl9Inqwd78fY51maXueUybQ155PkadEX0Ns/W++89itpzYxt09ZtA+2P62f2fuHopNxWzP3c3azA3kVjj7sKXUcabUhtQhNIkOoZ5nra5KURS3ABbg28jBXHFZb9YvzKBXwU5H+Q7/eLYGJrI1MJEhXWM4kZkLJ1zz1R7OKUNbJYD9MaIfBboAZk7qysGsYj7/dS96rZpbx7nOLgruaanGDU7goc2jGJqzkVKND5sDk3i5gSZvEi2DzAUNFQf2Oz4f8I1kfVAHAEwq5++U6ZSeEqfDVlGBrdQ+L8Pa4FTWhHRx22bD7my3ssak963b//ObL3FOIBjg53zECTTqHMGtEEKIlk9+0b1M666eZ3rcGFJzLtFAfx+2DL2arQHOmWUzqnTV1OfV7YFDsdnY8chc9i+xpzw58NmX/DPnQbJW/J/H7TM//pA9024g/bbpWItOL2XB+fHDHJ+fWfcSC7Z97Fj+7fAazFazh72azu9H/uShNU+zZNeXHtdbbBbWZ21iy8n8qi9ufJOf9q8krzyfVze9y8Lt/2Vtpr1FcnP2VgC6hqdh1FU/O6ZitWLJz0OxWLCZzW5d+hpb4epVLst/hHTh9fgJ3H3zcPqlRrEiog8fx5zvWH+sy1BevnMQY/q14cqRSVx5cRc2BLn+DWu/eN9luWvvFBbMGUGndmFc2C+eBXNG8NY9w+qUqiYsyIfwyBCWterH6rBuFOmMZ36xokVa2Xa4y7Jiq1sLXUuiWK1svO0udt90HQeeeNRtfeb79tzLu42t+W/saFCpeP3uIZiq9LLQRFX/4rEmJdu2kn7bdMfyL+G9qNDoGdUzzmVG/KmjmzbXqlrv2nV8fVAHjhjC3bYz6JzjmiuSunDIpxVLIwdJACuEEGcZaYn1MoF+ejI9lHccO7rWfSdcM4ryK4azYO7btOqSRmIg8PX7p/X9Oat+R3P0AKajB6gYPhTzyh8BKFiymMhRI122rTh2jMIqLWzH9h4krltanb+rf3RvPjnZxfZw8VG39W//s4gZXa5vlslWjhZnsmTXVwCszdzARe3O4/G1/6Znq65MTZ1EuaXcJbdqpaUZP1FmKav2uNXlXy0/eIDsT5egCw2lcM0fLuuS3p6PSqOhZOsW9FHR6MIj6nFlNTu6ax8a7DMFL2hzKb4GDVefl0x8lH0irgVzRvDpL+ks/zkPs1rL4IGdCfDTM3GYvXW5VYgfyyP6sjkwiVBTIeOyVrl9h3/7+rVE33d1D778bS9towMd6VfEueNIQAxvtxnH9IP23w7FYkGlP7vGRBdt+B9lhw8Drq2uYA8yzVn2u8T3rezj3a8alYSvQcukC1LhPXuX/9yt2zmT0Z9HXvy3W5lGreKq85IZ3acNZquNqNCmT1NjVlxfch32iWBFRB/mpDvnfVgf1IHkKhO8aQICWBx3QZOdoxBCiKYjQWwL0bZT7Q/+KpUKX4OW2569DYCjmXkU25/zKFfXPg4o/ZlnsO3d5Vg+8OB9LustJSVojc6Wr4wPP6ZqeFny1ouYHn0SfVTdcp9q1Vq0ai2WkxNXVerRqgsbj29hR+5uNhzfTJ+oHnU6XkN6at1/XJYf+dOec3Vt5gZH62p1Vhz8zWV5YExf/jhqz9k7LtE9uYNitXLwcXueVk/hb+me3egjozjykv2coqffil9aGho/57+FoiiOB9uS7dsIGjAQtU/1s3lWVbx5E/rISPRR0RQezyEE+CJ6OC/eMYggo3twMH5IAvOO9kenVdMzxTWI1GnVvHznIN5dup0kJReqBLHrgjqSbQjhyrj6TWjl76tj6gUd6nUM0XKpVSqsVcafK2YznEVBbPnBA2S+81a16ytzwv4Z3IkKjYGeyRGMPDlZkd7PGVz6lBWi2GyoqmmBtJaWcPiF5wgcOIiQUfbeFYrV6rLND636o1LBI9f1Buw9IZqLWuv6uGLxMLa/VON6fnqt/dqrts4KIYQ4O0gQ64XWBXWkT8EOlzI/4+k/PMREhbBi6hxafTiv1n7jxel7XQJYTzLuus0l/2dZxl6qZu5TWSykv/U2qY/OrdP5qVQq/HVG8isKHGWXJ13K53u+dSxbbFZPuzaqEnNpnbeNMkbSIaQ9lyddyoqDvzlS2QTqA7iv950UmYppHRBL28DWpOfvs6f/qEJRFI5XyZnqSdaOdILyCx3Lx95+A4B2z/8HXag912zu99+R8/UXjm2yP/6QpHcX1pp2puLQIY6++hIAye+9jyHb3iI+68YhHgNYAK1GzX1XV/9iIcBPz8xJ3di24wicbKgv0vjya3hP/P19iAypW3AthCe3j+/Mmx/96Vi2VlSgMZ4d3coVi8XxQsulvEowWjnb96agZPp0bMUtY51jyQ1GX6q+ErSVlqLx96do3Vr00TEYWjvTaO290/6yM3vJxwQOGITGz4/sz5w5Z1eFdmNLYBLz7x3eqOmr6kqjc31ciY0LJz3PPit62zL7CzyzynWb/p2iyC0sp3uS9NgQQoizjQwS8UKpEy91K9Nqz+xN8qghHdCioLeZKdi4sdrtdr7xdrXr/g50prrYfdN1WArsQWdBkL3F9dtuztQO2sP7OPHVF9hMpjqdn+aUGX2Htx7E5JTLHMsHiw7X6TgNpdhUwpqjzomJuoQ7u0eH+4aRGppCrL99rHHn8I483HcWE5PHolKp6BXZzbHthKRLCDYE0TrAPi5tQEwfpqZOcnsYPLBoMQVVumRX+is4jc0B9tb34m3bOPHlZ27b5G782/G5agBbqaKGiV3yViyzj7d77GFHWcnWf/AryqFcrSM01L/afesqKDyIV9pO5LPoEbzebiJPTR/Av28d4BUPxKLlahcdyMyrejmWTeVNO268IVmLiznx5edkLniX/F9WuqTMAUj3s7ew2srtKceKt2yieMN6ytR6CrV+XHO+67hUvdH1BZGloIDyfRkce+dNDjz2MNZS+wu64s2bXLfLz0ex2Sj5x54GbFl4H/4MsQfH3vL/1RrlDMBXhPeiw4DuvDN7GEtiznOUp7ZxnYFfrVJxycB2xLWq/++ZEEII7yItsV4oLiaEU/Ox1+dBwoIKLbB/wUK69vDcglaq0uMpAc/hGx5iVMdIcmY7c4ruve8ekl59Az9zKVbUzLhxJCvnrCGl5CAAud8vJff7pS6tttXJKc9zfDZq7V3hBsf2J8QQzLtbF7Mzd7fbPu9sWYSP1oepqZNqPX5tKqwmyi0VBBkCKLOU8/CapzHZ7BNK3dvrDuIDW3PbynsBGN/+IrpG2B/sjpeecEuTE2Rw1uCpLa7VOfLVN25lP7Tqj67XAAqPHYK/0/HZv9PDnvZxyqE9upP7w3ce1x+c+5BjPG1Vh557mrI97vV65KV5APwvJI3Ohvr/NMSGGwmPiWDvcV/+NbErkc0wjk6cnXT6KrPwlrXcIPb4fz+iaK29VbnqWPhjhjC+ixzIwFx7UJmz9Bv8klM4+vorAOz0b8vofm3xPyVdjI+Pgar9SA7MfRBNkPO3yJx9HE18W3J//N5lP1t5OZnvvuUYkrAx2N5df3iPM5scqlGEteLVthMp1RhQVGr6++jQatRQ5d6oUyw1HEAIIcTZRIJYL2QIdH1rfFwfTHI129bF8fG30ObzVzEpngPhQz/8RFSBvcXzy6ihdC/YTbuyYwAM759IaJg/OVW2V1nMpM+4mUCVGkUFRl8dQTfcwrF35hFd4dxSsVhQaev2J5Yc0p4b0q5yLHcK70iMMZJjJVkoiuII4k1WE5tPzgY8peMVHoP7nLI8vt+3jKs7XF7rpFAzf3sIgKkdJ7Hi4G+OABagTYC9FeTFoU+yI3e3S6tsKz/3WTHVKjWP9Z/D9pxdJAa1rfWaC/743fF5TUhnVoV2w9dWwXlDOjBucAIZW32xOBtbydKH8E3UEKYddAa+OWvXUfjrSsfyf2POI0cfxO37Pwdg/9wHiZtpD8J1oaEU/73BYwBblSW1R4O0vqhUKh69oU+9jyPEqbRV0q1YKurW68MbVBw9yoFH7Pld2z71nCOAPdVHsaOxqLXosA+nyF/+M/nLf3asTzfGMb27e4DpY9AyL+FKBuRuoX++/XfSWuAcrmEtLubgs09Rnr7HZb9jC+djOebac2NYtximnN+0MxDXRKNRUaJ1tjRXjnO9eEBbcg8EEGouQlPH+40QQoiWT7oTe6GAQCM/RvRzFgSF1Ot4oy7oSYEhEJ2HlDXW0hKyv7e/lS9VG5jz5PUMnfcEP0X05a8h16JSqdBq1BTe/YzbvhrFhlaxp7cY0jWG3Em3uawvPnSE4q3/cGjeC45ubNXpHNaBAL1r8B5iCMZss1Bstucr/Gbvj9x9MugEyK8o4NE/n+P7fctd9nvkz2dYm7mB/2x8s8bvrOqDHZ9wtMQ5L3S3iM6OQE6v0dM1olOdArtw31CGxPWv07ZZC+15fX8P7Yp61MW8d98IZl4/kLGD7LlmDYEBLtvn+YZw9ZWDeL3tBEfZ4YPHASjW+PBG/Hguv34Mc25xpiAxZ2ay796ZHHz6CSwFBRx9/VXHugy/GI/ndcnImtM5CdHc9FoNf5zMXWouqfsY9uZ25OV5js9H33jV4zZ/ByY7Ji0K9PM8Lj0rtA3BAe55Uw06DWa1Dh+b58C+PDfPJYD9Naw7gEsA+12rgXSMD2HyyNrzSjelpFhni/LInnG0P7k8fkgCn8Scx8bAZHLS+lW3uxBCiLNMk762LCoqYvbs2RQXF2M2m5kzZw7du3dn2bJlPP/880RH28ca3nHHHfTpc+624KjVKibPnsqq54vpemIrBf71n5TCotFjNJU4ls25OeSv/D/yfvrBOTnTtJkA+Oi1zHhimktevV5p0fzmE050+QmX4+bqnIHWZUMS2O3MdkDmzj0oX3wIwN77ZpH8qntQeVvXG/kuYxn9onu5rQs+2V13e84uUsNSWHbgF5f1D615GoAf9i3n/DbD3NLX7C886KkqHGxK9fklL01s3LQMBaucMxgbz7uQyefZWzwSY5wPan4hwXwT3ptRJ/4HgCWhI92TItBcOYD1b2yjV8FOAv9nb4XNCGjD/beNcnTZnZZwFfdkOPPuWvPzyJh1l2P5s+gRmOMSsG37kY1BHRiYu5nYCvu/rTHINXgWwtvotGrKNPYAz1xcUsvWzU+xWOCUbv2WXHuvFbNKw++h3cjVB1Kg9SfbEEJy62D+dWUPlnzmR+TyvS77vd1mHN1SIu1daU+h1dhfnnUr3OO2DiBn0XyX5SKt64RY2fpgtgYmsuDK7qd3gU0gPNiXN2YOwaDTuL0kLND5s6xVPy6yySzEQghxrmjSIHbhwoX069eP6667joyMDGbNmsVXX33Ftm3bmD17NqNH154L9VwRGepH6k1T+Or9Hxh35UX1Pl5wWS4axcaut94l5ZabSX9gDhqLs2XWhoqkjm0dyzoPE0llDr+c6B9dUz8c6HkBVd99v9d5KilHNjM4d7MjgAWgrMxjuofUsBRSwzx3WQvzsbdAf7Djk1rHmP7rtwcZGNOHSxPH1LhdVXnlp448hu6tunBt6mR0HtI3NBRrSQlZHywEYGmrgdw1wnOLR0iAAWvvwWxYU0jPgl1EdbJ3Ku+SGMamIRfAUudYWV1qF5cxp8/dMZTn/lPIDYfcx8uuDOvBeVeeT2yEPw/nmZg8MonFK2LoWbCTCrWeO6tp/RHCW2g1akxa+4zt5qKiZj6bmh16/hnKdu8iaMhQLDnO4Ra2MntCrdfbTqD8lNQw90zuRnRkAMet7v8Xi7W+9Erx/GJTpVLx1qyh7HhwGb65njKOuzq1N4ZJ5d3dcX30ns+vS2IYW/bmEBEsM58LIcS5okm7E1933XVMnmyfydZqtWIw2LtDbdu2jS+++IKrrrqKZ599FotFJmcASGsfyb1PXEdKQqt6H+uowT6GU7XePnlI1QAWoFxjwGh0755W1YRxfcjTubbS9ezv2vX0+btGMPTasR73z1m9+rTOOdoY6fhcNQ1Pdf44uo77Vz/hUvbjvhWcKMtxKTtSfIx1mRv5It01wBseN4ibOl3TqAEsQO46e8vqcX0IQ6+/zGOLSqU7JnQho+soXm07kVaJbR3lE0ansT7ImSs1doBrz4WQAANXTB7CHmOcS3mWPgTd4FH06hhJbIQ/C+aM4PzerXnrnmGcSOkDXXvXeD5CeItune2z1ZqKipv5TGpWttueuqxq74tKFpWacrXr7+6lA9s6/g+2CvHjvzGjHOsO+0RgVuvo1K76XMt6nYbtvS5xK684JUA94BvJmOGpvBE/3lEWW3GCgZ3rlufbm9wyNo1pl6QyuEt0c5+KEEKIJtJoT+ufffYZixYtcil7+umn6dKlC9nZ2cyePZsHHrBPcDFw4EBGjRpFXFwcc+fOZcmSJVxzzTXVHjskxM9jypmICOkGWR1lwhT4aB5mlQa/MvcWSDVKjfVXuW5n70tIW/s1PjYTKhS690whKMC1FcGaHMdeD8fIXLWajhPq3qrc2dgeNruWPTj0DtoFt2ZXTgbf7lzOrhOu33RqF+Hv9i3ju33LCPYJZPagW0gKa+eYbbjSXf1vYMXe1VzdayyBhsZLxWAtK+Ovyc6/630xnZg5oF2t+z1351C2ZeTQI8X5MiMC4MLLefGvdMxqDV8PSnDrYndemD/XrhjDwUN/M/LEegCOhMQz5/q+Hr/ntXtHnP5FtQDyu9B4mrNugyLtgZzaVOa1/8aK1cqp06j9GNGPMdl/AVCh1pMcH8KlgxNpFxNIgJ+ekEDn7+ntk7pzxeajjuU1IZ15+/6RRIbX/Du1Yl8Fy9tP5arDP9OmPAuAfX6xdCg5AMC3kYPYHpDArLhgCk/pUnzPlJb5Iqt17OnNHeGtfzNnC6nfxiN127ikfhtPQ9dtowWxEydOZOLEiW7lu3btYubMmdx7772Oca8TJkwgMNCenmTkyJH8/PPPbvtVlZfnPpFHREQA2dne3a2sOY0a3pnV38fRKv8w62fe5/YPb1Opqq2/qnV72eRhLI1rS+tIf8oqLKSVm8kud23VteL6gkEBVIB+/+7T+jdSFDVtAuJccsUqZVoqNNBWn8C01Gv5O3sru/PSWZfpmgP39q438drm9xzL+eWFPLjieZdcrgCDYvqS7NuB5E4dqChUyKZh/4bMuTkc/vfz+HfvjvmUVCBt+tnTHdWlTlqH+rptd9XI9lzUrw0+eg0nTnhujXpmWj9+/TgPfrcHsUEdUs6p/yfyu9B4mrtuFa29q21pfpHX/ht7Sn9VoHMGoBVqHXeO74Kfj/0X2VJhJjvb/nsaERFAcWEZapWK19peTmrRPjL8YrGZLLVeb2JsEOmHC1ge0YcbDy1lZVgPwk3O3ix7T+afjY8wuqSo2RLfl+Rc7x9jXF/N/bd7tpP6bTxSt41L6rfxnGnd1hT4Nunr1vT0dO666y7mzZvH0KFDAVAUhUsvvZTMTPv4nT///JO0tLSaDiPOkE1vf8NvsjrLsvX2yZNyfavvnlZVoJ+eq89PZkjXGEb3aeNxG71Ow/txFzqWD/s5u6dZT44DqwuVSsV9ve+kfbCztTLMJ9Tx2UfrQ//oXlybOplXhz/rSIkT5x9DSmh7erbq6nbM9VmbXJbDfEPdtmkIBb//RtZHi9l37yzMx7PI+/knilc5J6baGpBAcvf6JE6yCzLqHakmPDHoNAT16MHKsB6sDOtJWE/vm7BFiDPh62fvhmsxeefwE0tBAWV70wHn7yyA2egc35/lG+EIYKvzzPR+FGv9WBeSRse2oTX+f6807ZJU+/caQni2/VTWhXTCXGWYhEmtJTE2EH9fHU/c1JeX213BO23Gsiqw02ldoxBCCNFcmjSInTdvHiaTiaeeeoopU6YwY8YMVCoVTz75JLfffjvXXHMNZWVlXHHFFU15WucMxWAPYq06ewvG5oD2tJp5HxtCU/G//MoG/a5773GOi903YBw27G/7D7w4r7pdqtUuMN7x2UfredyuWqXmqg6XkxqWwoXtzkOtUnNDp6u5JKHmycI6htY/kKxkzsvDWlaGtaiIrEULKfjl/9y2KdT68ULi1eQMn0B0mNHDURpejw6R2PqPgAHD6dmh/uOrhfAGlUGs1eyeOqy55Sz9hoxZd1GyeRMKsKjKS73zzu/GmpDO2FCxNs5z1/6qqk5WdNnghDp9f3iQL/PvG05ynDNgDo1wBtJTxnTkwSn2GeFjwvwo0/iQqw+iuMz76lIIIYTwpEmnInzzTc95OwcNGsSgQYOa8lTOTT72IDagwt6cP+ihu4kOM5L4cJKREAAAHHRJREFU7GzU6trzmp6OYH8DzyRPQlVWwqPje/HH6i9pXX4cS0Y6WR+8T6sp19YplypAK7+6pRhqHRDDbV1vdCm7oO1IukZ0ItIvgh/3reCH/SsAmNpxEimh7Wud9biuSrZv48h/XkAdEIitqNBlXbla78jbaNL58ua9Ixu8vmui12m4dZy0sIizi06vwwRgtda2aZNSLBZyvvnKsVyk9XPkfS3U+BEeYuT9sO6sCutOlL9fdYdx8easoew5nE/7uLr/XqlUKiaOaM9TH2zgwn7xlKYXQzrkaf3p0yHSZbtK3dqH1/n4QgghRHPy7vn0RYNS+7imH6hsCWysgOqxf52H2WLDR6/l8IBLab3SPka1YNWvhFw2Hn1AYKN876kqZzlOCkmEk0FslLFVgwWwBx57hIpD9py0pwawAOvi+tIx8x8iTPlsbD+UAS1w0hQhvI1GfzIvtBcFsdmfLiFv2U8uZQqQHBfEf2yTUVDxRJWW1a7t6zaMw6DT1DgjcXUSY4J4Z/YwtBo1H1VY+Gr/UHJ0QfTWu3ZJfnpaPzbuzmZEj9jT/g4hhBCiOcjT9DlE7et8eNretvZubPXlo9cScDLn6NhLermsK86ve1qMWH/7mNrUUM/5ZOuqcswsQKC+4WZIqwxgq1od0oVfQ7uz09iGDhefxw/dJ/Ns4hTOu2xwg32vEOcyre7kO1ibPYjN/+0Xjrz2MoqiNMv5WEtL3QJYgA0hadxzZXdMaj1mtY7wIB/umdyNQZ2jGVfH7sH1UTnTsK+vll3+8ZwwBLu9uIwK9ePCfvHV5mEVQgghvI3csc4hGj9n17WY6NNLR1BfQf4GjldZLs8rhNYxddo3PrA19/W+kyi/+o3nrDqe1l9feyodm8nE4ddeIXjQIPw6pGLKPIZfsmsgbco85nHf5G5JlKV049DxYi7sGsegHm2w2ZQm7UYsxNlMq7O3xIZnplP890aOL7andLMWFqINapheFqejfF+Gx3K1nxGtRk1iTCAhAQbUKhWpbUNJbds4k8pVJzHGXidRoXXrwiyEEEJ4MwlizyE6o3MiIWuW5+CrsahUKr6IGsaEzF8BKC04vWm2q7ai1sctXa7jRFkuOnXtf/rZf66lfPtWMrdvhdAIyM1GEx5B+CVjCezbj2PvvUPx+nWO7ff5RtOuzF6vvkYfBvVq7XI8CWCFaDiaKq2GR19/xbmijmPtG5KiKGS9v8Cl7IBvFAVaIxmhiQA8OLWXp12bTJfEMO66vAsx4U0zoZwQQgjRmKQ78TlE5+98eNEOv6DJv//qOyawJcD+QGdb9DqmrMwmP4fO4akMb137JGLWkhIKFs93FuRm28tPZJO18D32PXS/SwD774SrODB4vGNZ7d80432FOFdptJ5fRJWVmZr4TKB0+zYsebkAFGjtLZ27ja35IXIg5/VrV9OuTUalUtG1fbjLbMdCCCFESyVB7DnEYHR2I+vSo32Tf3+byAAi+/R0LO9/cA7m3NwmP4+62L9gYY3rLSeyHZ9XhvXk9XtHcs2l3fg8ejjLwvsQlNqxsU9RiHOaTus5X6rF1PRpYsxVXsgtiruIFeG92BhkH3oQEuA5LZgQQgghzpwEsecQQ6CzJdZg0DXLOYT07umyfGTthmY5j9pYN6+v03ZfRg0jedJl6LQa/Hx0XD5tLH2unUBCjLTECtGYNBrP3YZtzTBbcfkx+zCCT6JHUqr1ZX1wKr1To7jm/GS6J0naGiGEEKKhSRB7DvELbLgZec9UWqLr5EzZR7JdlhWbDcVma8pTcqPYbBRp7F3u1gWnOsrfiB/P+qAO7PeNcpRdfOMljOjhHK+b3DqYPh2dORiFEI1DXc3YV6u58VpibWYTFUeOUPDH79iqfE/BH6sBKNIaGdQ5GoB+aVGM6BFX53zYQgghhKg7mdjpHOIbFEB+M5+DSqXiuy5XcPGWTwGwnPLAuWfGzahaRZP0xJPNcXoAFG7bQYC1jHS/WDpNv4HnPt+EFhuvzBrJweND2LFxNxVL32VleE/uOoPcjUKIxmM1Wxrt2AcffxTTsaMAmE+cIHzsZVgKC1GZKgAoDwrn2jEpjOoVR5vI5n9pKIQQQpytJIg9hxgD/fhr4DW0bhdNcjOexzXje5F/MohVqoxfs5aUgNWKcuwwis2GSt20HQUURaFsz26OfrAQDeATF0e3pHDm3z/KsU1SXDChAV144ej1TBqR1KTnJ4SoXXVBbOGff+Cb0gFd6Om9eLKVl2M6noVPm3hHAAtgyTmBKSuTisOHAdhlbMNt4zujUaslgBVCCCEamQSx5xC1SsXU60fVvmEj8wly5mhVzM6ZRPe+65wNOGftOsL796vxOIrVSsk/W/BNSkZjrH/aiBM//0ze50uonC6mPLKNx+3Cgnx49pYB9f4+IUTDq/h9JXR1nVjt0L+fo2znDtQ+PrR/7a3TOt6x996mZNPfxM2e41JeuOYPCtf84VhON8YxUGb+FUIIIZqEjIkVTc7f35ePkiYAoC4tdpSXpKc7Pu/bfbjGYyiKwp7pN3L0tZdJv+duFEUBwFpWxvFP/kvWR4tPa2ytKSuTvM+XuJR1HNG3zvsLIbyDddP/3MrKdu4A7K2qp6tk098AFJ1MqVV1THxVOqMfoYE+p318IYQQQpw+aYkVTU6tUjFtfFdKnvuCsIPbHeXG8kLHZ6W4qNr9S3dsp6JKah6V2URFXj4+oSHsf+YprEftAbChc1eCu3Sp9XwUq5WMp550e6PTOia0jlckhPAmitUKikLJ1n8wHTtKRUAohqJcTLozDzILflkJQNsyz/mtIyJDzvjYQgghhDg9EsSKZqHzd3YpLjuwH7VOjwJUzuPpv/UvbOZrUOvcUwEdnve8W1nO5n+IHtDXEcACHD6cQ3DtMSz7XnjepUUYYEXsIG7VSEcFIVqisvQ95C37iZLNmwCozNSqN59eS6y1uNhj+brgVPrkb3cpa5cQfdrnKYQQQogzI0GsaBaBYYGsCkikS9FeDj3xKOAMYAG05grSZ9xMwryX0AYFO8ptVcbQVlXy0QL2//6LS5ntyKE6nYslfZfj8+LYC/C3lnHxdZfW7UKEEF7n8AvPNshxLAXu87kr2CdxOjWI1UdKai0hhBCiqUhTk2gWPnot8f6Kx3UbglIcn4/uyHB8zl76LekzplV7TMvBfS7LuvW/e9zOdPw4Jf9sAXAZN/t3YBIPPng518+aRJqkzhHC670RP54vo4bVeXuzSuMYP18XpirDFiotjh3DUZ9w1gd1YHNge0e5b4BfnY8rhBBCiPqRIFY0m93xvT2W9yxwtoyWLv3C8Tnvmy/dtv0t1n2W4F1G+6zCGqsZxeKebmP/A/dy5OX/YM7NZf/Tzny0xtEX46PX0ipEHkaFaAkKdf5k+MXUeXudYsWclUnJ1n9qDWZt5WXkrXWdJGph64s46hvBDRensSKiD9v92zrWBQcYEEIIIUTTkO7Eotn0752A5a+at1FnHQGgLGOvx/VDb7ycdS/n0adgh6MsMNgIJfbPJ5b9TMSFF3ncd9+9Mx2ft/u35cIRnU7j7IUQze3BqT3ZlpEDGbVvW2n/Q/c7PkdcdQ0hI9zTjlnLyth7xwzH8scx53PQzz4rcWSoH+1jgwA44BfDt5GDOOAbxUtBMjOxEEII0VSkJVY0G4Of+0PfB7FjOK53joEt0di3OfT0Ex6PkdwmlNTpNzC/9SXOfUKcE6xsP+55DO2ptGMuQ6/T1L6hEMJrJMYEcV5vz/mc6yJ/+c8ey49/uMhl+ZiPc3jBrCu6Ehnqx4NTe3LlqCS2ByRQovVDo5bbqRBCCNFU5K4rmo3O1z2InTlrLNkTZ/BR7PkcNYTjYzO5dftbNuZufg3rznd9rwWgR3IED86+hM9TLuObyMGEjDqP32L6AxC9+hvMOScc+3rqXgxwvrTCCtEi6XU138Y2B7Rnv28U/41xb3E1lZS5ldnMJorWunYR6ZwSzVWjknhn9jDCg30BewDdp0MrADrGS3odIYQQoilJd2LRbPQegtjQQB8uG57CJUOSWDNnJ5qKE5z4yjku9rg+mNsndOXIkEQiQ51jVwP99NwyfTR5RRUkxgbBjng4+icABxe+T1iPbgQOHExpjvtELW/GX8aL0gorRIukUasxqbToFQtrg1Ppe8qswT9G2sfNtyl1z+9aanU/Xs43X7ssbwlI5KrzkgkNdP+9CvI3sGDOiHqcvRBCCCHOhASxotnofaufCEWrUWNQzADk/fAdFpUGrWLlxGB76pvYCH+3fUIDfRwPmoa2CY5y686tHN+5leMff4jP1Oku+/zReiDP339xva9FCNF83oq/jCBLMcd8ItyC2AlDE8grqqBbbCK8uMxlnbGiGEVRUKnsCb6K1v+PvJ9+cNnmt7AejDPqG/cChBBCCHFaJIgVzcbgU/ODodXs7PqrVexNJt3S4up07LYpbTik1uNrcx0TW/7B2wCsCemEn7WCDpeORqeVVlghWrJSrS+lWl/8fXUu5f8L6sjV/dsCsPNAnsd9i9f/j4DefQA49tbrLut2G1tTovFBq5GRN0IIIYQ3kTuzaDanToRyxBDusry3k2s3vRKND8aYaOoiNNCHbwfeXO369kP6En7NtfTt1rqOZyuE8Fb/vnUAsyd34+U7B7mUV52sLeLkWNZTVRw5BIDZQ07YL6OHc+9VPRrwTIUQQgjRECSIFV5haauBrB94pUvZBWP7uSyX+AUTER5Q52M+fG1vVoR7zkUbldKWET3iUJ/sRiiEaLlCA33o2DbU0S24km/Xbo7PYUE+WFT2W95fwWksihsDQE5OMQCK2bXXxufRwwFoFxPYaOcthBBCiDMjQazwCiO6RDL7qp4uZUEhrgGronXtKlgXnSaPBWCvXyyrQp0PtBERwdXtIoQ4CyyMu4jiVvEuZTuN9uVjPuFYVfZW2tw8e1LpkmzXlth0Y2sev7EPBpn0TQghhPA6EsQKr2Axmd3K9Dot/0me6lhWNKcfxA7qGsu8pClkDJ1E0qTxjnJPOWqFEGePQp2R1LauqW+WRw9kcewFhPfrw/UXn0yrZbH/9mS/9LzLtsO6xRDnYQI5IYQQQjQ/mdhJNKtsfTARpnzMPp4fFt+6dwS7b/oAgKgTGad9fLVKxVv3jkClUmGzKSz3jcZgM9NeL3/6QpzNbr28G2mJruPs4+NC2X1IzYjYYAyBKkyAtijfbd+/A5O56rzkJjpTIYQQQpwueZIXzWpDn8tRdm1lZM/GmzylcpycWq1i7/ArsVgVhslYWCHOaq2jgtzKbr2sExt3ZTO4azSZuWXkqw0EZe3DZnKOhz3sE8HyiN5MkhmJhRBCCK8lQaxoVjdf2Y+Mo6lu3f6qyvCNJqHsWIN8363juzTIcYQQ3k2rdx9+EOinZ1j3WAD8fXWU2CoAyJz/jmOb3cY2xEa6B8BCCCGE8B7yqlk0K1+DlrR27rOKVmUebR/LujY4talOSwjRwulqmZApyOjMU128Yb3j87rgVO6+omujnZcQQggh6k9aYoXXGz26B++W3sHIvgnNfSpCiBbi1DzUdTW8ZxzB/oYGPhshhBBCNCQJYoXX0+s03HZFz9o3FEKc876JHEyQpZhkde3j3isnlqv0f2G9uHaIvCwTQgghvJ10JxZCCHHW2BHQjr9COtdp28+jR7gsF2t98fM5/VReQgghhGhaTdoSqygKQ4YMoW3btgB069aNWbNmsWnTJp566ik0Gg2DBg3i9ttvb8rTEkIIcZaYeUVX8ooq6rRteNsYco4GEmYuBKB9QmRjnpoQQgghGkiTBrEHDx4kLS2Nt956y6V87ty5vPrqq7Ru3Zpp06axbds20tLSmvLUhBBCnAU6JYTVeds7JnRh85/OCaBi28U0xikJIYQQooE1aXfibdu2kZWVxZQpU7j55pvJyMiguLgYk8lEmzZtUKlUDBo0iD///LMpT0sIIcQ5KNBPT6Qpz7FsCJHUOkIIIURL0GgtsZ999hmLFi1yKXvkkUeYNm0aY8aMYf369cyePZvXX38df39/xzZGo5FDhw7VeOyQED+0Wvf0CRERAQ1z8sKN1G3jkbptXFK/jedsqNvdVT7HxoZ41TV507mcbaRuG5fUb+ORum1cUr+Np6HrttGC2IkTJzJx4kSXsrKyMjQae/DZq1cvsrKyMBqNlJSUOLYpKSkhMDCwxmPn5ZW6lUVEBJCdXdQAZy5OJXXbeKRuG5fUb+M5W+p2S0AiXYr2AqBSqb3mms6W+vVGUreNS+q38UjdNi6p38ZzpnVbU+DbpN2JX3vtNUfr7M6dO4mJiSEgIACdTsfBgwdRFIXVq1fTq1evpjwtIYQQ56hNgcmOz1q9zEwshBBCtARNOrHTtGnTmD17Nr/99hsajYZnnnkGgMcee4x77rkHq9XKoEGD6Nq1a1OelhBCiHNU624d4MiPAOgkiBVCCCFahCYNYoOCgnjnnXfcyrt168ann37alKcihBBCMKJ3PC9vm4ivrYKnde5zLQghhBDC+zRpECuEEEJ4k7ZRAZRqfSnFF42mSUfYCCGEEOIMSRArhBDinKXTanhhxgAKS02oVarmPh0hhBBC1IEEsUIIIc5pYUE+hAX5NPdpCCGEEKKOpO+UEEIIIYQQQogWQ4JYIYQQQgghhBAthgSxQgghhBBCCCFaDAlihRBCCCGEEEK0GCpFUZTmPgkhhBBCCCGEEKIupCVWCCGEEEIIIUSLIUGsEEIIIYQQQogWQ4JYIYQQQgghhBAthgSxQgghhBBCCCFaDAlihRBCCCGEEEK0GBLECiGEEEIIIYRoMbTNfQI1MZvNPPDAAxw5cgSTycSMGTNo3749c+bMQaVSkZSUxNy5c1Gr1Xz66acsWbIErVbLjBkzGD58OOXl5cyePZucnByMRiPPPfccoaGhzX1ZXqG+dVtUVMTs2bMpLi7GbDYzZ84cunfv3tyX5RXqW7eV9u7dyxVXXMGaNWswGAzNeEXepb71a7VaeeaZZ9i6dSsmk4k77rjDpd7PZQ3xu3D33XdTVlaGTqfjhRdeICIiorkvy2ucTv0C5ObmMnnyZJYuXYrBYJB7Wg3qW7dyT6tZfeu3ktzX3NW3buWeVrOG+G2Q+5pnp1O377//Pt9//z0AQ4cO5fbbb6//PU3xYp9//rny5JNPKoqiKLm5ucrQoUOV6dOnK3/99ZeiKIry8MMPK8uWLVOOHz+uXHzxxUpFRYVSWFjo+LxgwQLllVdeURRFUb777jvliSeeaLZr8Tb1rduXX35ZWbhwoaIoirJ3715l3LhxzXUpXqe+dasoilJUVKTcfPPNSr9+/ZTy8vJmuxZvVN/6/eKLL5S5c+cqiqIomZmZjr9jUf+6ff/995XnnntOURRF+eSTT5Rnnnmm2a7FG9W1fhVFUVatWqWMHTtW6d69u+M3QO5p1atv3co9rWb1rV9Fkftadepbt3JPq1l961fua9Wra90ePHhQueyyyxSLxaJYrVZl0qRJyo4dO+p9T/Pq7sQXXHABd911l2NZo9Gwbds2+vTpA8CQIUNYs2YNW7ZsoXv37uj1egICAmjTpg07d+5kw4YNDB482LHtn3/+2SzX4Y3qW7fXXXcdkydPBsBqtcob1SrqW7eKovDwww8zc+ZMfH19m+syvFZ963f16tVERUUxbdo0HnroIUaMGNFcl+J16lu3ycnJlJSUAFBcXIxW69WdfZpcXesXQK1Ws3DhQoKDgx3byz2tevWtW7mn1ay+9Sv3terVt27lnlaz+tav3NeqV9e6jYqK4r333kOj0aBWq7FYLBgMhnrf07w6iDUajfj7+1NcXMydd97Jv/71LxRFQaVSOdYXFRVRXFxMQECAy37FxcUu5ZXbCrv61m1gYCA+Pj5kZ2cze/ZsZs6c2VyX4nXqW7evvfYaQ4cOpUOHDs11CV6tvvWbl5fHgQMHePvtt7n55pu5//77m+tSvE596zYkJIQ//viDCy+8kPnz53P55Zc316V4pbrWL8DAgQMJCQlx2V/uadWrb93KPa1m9a1fua9Vr751K/e0mtW3fuW+Vr261q1OpyM0NBRFUXjuuedITU2lXbt29b6neXUQC3Ds2DGmTp3K2LFjueSSSxx91gFKSkoIDAzE39/f8ZaksjwgIMClvHJb4VSfugXYtWsX1113HXfffbfjrYuwq0/dfvvtt3zxxRdMmTKF7Oxsbrjhhua4BK9Wn/oNDg5m2LBhqFQq+vTpw/79+5vhCrxXfer2tdde46abbuKHH35g/vz53HHHHc1xCV6tLvVbHbmn1aw+dQtyT6tNfepX7ms1q0/dyj2tdvWpX7mv1ayudVtRUcE999xDSUkJc+fOBep/T/PqIPbEiRPccMMNzJ492/HmIzU1lbVr1wKwatUqevXqRZcuXdiwYQMVFRUUFRWxd+9ekpOT6dGjB7/99ptj2549ezbbtXib+tZteno6d911F/PmzWPo0KHNeSlep751u3z5chYvXszixYuJiIhgwYIFzXk5Xqe+9duzZ0/H78LOnTuJjo5utmvxNvWt28DAQMdLrrCwMJdAV9S9fqsj97Tq1bdu5Z5Ws/rWr9zXqlffupV7Ws3qW79yX6teXetWURRuvfVWUlJSePzxx9FoNED972kqRVGUBryeBvXkk0/y448/kpCQ4Ch78MEHefLJJzGbzSQkJPDkk0+i0Wj49NNP+eSTT1AUhenTpzN69GjKysq47777yM7ORqfTMW/ePJlR7KT61u2MGTPYtWsXsbGxgP1typtvvtlcl+NV6lu3VY0YMYIff/xRxmdVUd/6NZlMzJ07l71796IoCo8++ihpaWnNeEXeo751m5WVxUMPPURpaSkWi4U777yTgQMHNuMVeZfTqd9KVX8D5J5WvfrWrdzTalbf+q1K7muu6lu3ck+rWX3rV+5r1atr3a5cuZKZM2fSrVs3x3YzZ86kQ4cO9bqneXUQK4QQQgghhBBCVOXV3YmFEEIIIYQQQoiqJIgVQgghhBBCCNFiSBArhBBCCCGEEKLFkCBWCCGEEEIIIUSLIUGsEEIIIYQQQogWQ9vcJyCEEEKcix577DE2btyI2Wzm4MGDJCYmArBv3z6WL19OZGRkM5+hEEII4Z0kxY4QQgjRjA4fPszUqVNZuXJlc5+KEEII0SJIS6wQQgjhRUaMGMEHH3zAunXr+PXXX8nPz+f48eNMnjyZI0eO8NdffxEcHMx7772HwWDg66+/ZtGiRdhsNtLS0pg7dy4Gg6G5L0MIIYRoNDImVgghhPBS//zzD2+88Qbz58/nmWeeYciQISxduhSA33//nT179vDpp5+yZMkSvvnmG8LCwpg/f34zn7UQQgjRuKQlVgghhPBSPXr0wN/fH39/fwD69+8PQGxsLIWFhaxdu5YDBw5wxRVXAGA2m0lNTW228xVCCCGaggSxQgghhJfS6XQuy1qt623barUyZswYHnroIQBKSkqwWq1Ndn5CCCFEc5DuxEIIIUQL1bdvX5YvX05OTg6KovDoo4+yaNGi5j4tIYQQolFJS6wQQgjRQnXo0IHbb7+da6+9FpvNRseOHZk2bVpzn5YQQgjRqCTFjhBCCCGEEEKIFkO6EwshhBBCCCGEaDEkiBVCCCGEEEII0WJIECuEEEIIIYQQosWQIFYIIYQQQgghRIshQawQQgghhBBCiBZDglghhBBCCCGEEC2GBLFCCCGEEEIIIVoMCWKFEEIIIYQQQrQY/w+bJp8eANMejgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SP500 Weight = 97.18 %\n",
      "TSX \"\"       = 2.82 %\n",
      "STOXX600 \"\"  = 0.0 %\n",
      "SSE \"\"       = 0.0 %\n",
      "\n",
      "Sharpe = 0.321\n",
      "\n",
      "Median yearly excess return over SP500 = 0.1 %\n"
     ]
    }
   ],
   "source": [
    "plt.figure(figsize=(16,6))\n",
    "plt.plot(BuyHold_SP*100,     label='Buy & Hold S&P500')\n",
    "plt.plot(BuyHold_25Each*100, label='  \"\"  \"\"  25% of Each')\n",
    "plt.plot(mmBuyHoldAll*100,   label='  \"\"  \"\"  Max 1Y Median')\n",
    "plt.xlabel('Time')\n",
    "plt.ylabel('Cumulative Return (in %)')\n",
    "plt.margins(x=0.005,y=0.02)\n",
    "plt.axhline(y=0, xmin=0, xmax=1, linestyle='--', color='k')\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "print('SP500 Weight =',round(mm.x[0]*100,2),'%')\n",
    "print('TSX \"\"       =',round(mm.x[1]*100,2),'%')\n",
    "print('STOXX600 \"\"  =',round(mm.x[2]*100,2),'%')\n",
    "print('SSE \"\"       =',round(mm.x[3]*100,2),'%')\n",
    "print()\n",
    "print('Sharpe =',round(mmBuyHold1yAll.mean()/mmBuyHold1yAll.std(),3))\n",
    "print()\n",
    "print('Median yearly excess return over SP500 =',round((mmBuyHold1yAll.median()-SP1Y.median())*100,1),'%')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "YTD_SP     = ICP['SP500'][-252:]    /float(ICP['SP500'][-252])   -1\n",
    "YTD_TSX    = ICP['TSX'][-252:]      /float(ICP['TSX'][-252])     -1\n",
    "YTD_STOXX  = ICP['STOXX600'][-252:] /float(ICP['STOXX600'][-252])-1\n",
    "YTD_SSE    = ICP['SSE'][-252:]      /float(ICP['SSE'][-252])     -1\n",
    "\n",
    "YTD_25Each = YTD_SP*(1/4) + YTD_TSX*(1/4) + YTD_STOXX*(1/4) + YTD_SSE*(1/4)\n",
    "\n",
    "YTD_max_sharpe = YTD_SP*ms.x[0] + YTD_TSX*ms.x[1] + YTD_STOXX*ms.x[2] + YTD_SSE*ms.x[3]\n",
    "YTD_max_median = YTD_SP*mm.x[0] + YTD_TSX*mm.x[1] + YTD_STOXX*mm.x[2] + YTD_SSE*mm.x[3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Buy & Hold S&P500 YTD Performance (at 23 March 2020) = -22.3 %\n",
      " \"\" \"\" 25% of Each   \"\" \"\" = -24.8 %\n",
      " \"\" \"\" Max Sharpe    \"\" \"\" = -21.7 %\n",
      " \"\" \"\" Max 1Y Median \"\" \"\" = -22.5 %\n"
     ]
    }
   ],
   "source": [
    "plt.figure(figsize=(15,6))\n",
    "plt.plot(YTD_SP*100,         label='YTD Buy & Hold S&P500')\n",
    "plt.plot(YTD_25Each*100,     label='  \"\"  \"\"  25% of Each')\n",
    "plt.plot(YTD_max_sharpe*100, label='  \"\"  \"\"  Max Sharpe')\n",
    "plt.plot(YTD_max_median*100, label='  \"\"  \"\"  Max 1Y Median')\n",
    "plt.xlabel('Time')\n",
    "plt.ylabel('Cumulative Return (in %)')\n",
    "plt.margins(x=0.005,y=0.02)\n",
    "plt.axhline(y=0, xmin=0, xmax=1, linestyle='--', color='k')\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "print('Buy & Hold S&P500 YTD Performance (at 23 March 2020) =',round(float(YTD_SP[-1:]*100),1),'%')\n",
    "print(' \"\" \"\" 25% of Each   \"\" \"\" =',round(float(YTD_25Each[-1:]*100),1),'%')\n",
    "print(' \"\" \"\" Max Sharpe    \"\" \"\" =',round(float(YTD_max_sharpe[-1:]*100),1),'%')\n",
    "print(' \"\" \"\" Max 1Y Median \"\" \"\" =',round(float(YTD_max_median[-1:]*100),1),'%')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "ICP['SPRet']    = ICP['SP500'] /ICP['SP500'].shift(1)-1\n",
    "ICP['SSERet']   = ICP['SSE']   /ICP['SSE'].shift(1)  -1\n",
    "\n",
    "ICP['Strat'] = ICP['SPRet'] * 0.8 + ICP['SSERet'] * 0.2\n",
    "\n",
    "ICP['Strat'][SP1Y.shift(1)  > -0.17] = ICP['SSERet']*0 + ICP['SPRet']*1\n",
    "ICP['Strat'][SSE1Y.shift(1) > 0.29]  = ICP['SSERet']*1 + ICP['SPRet']*0\n",
    "\n",
    "DynAssAll    = ICP['Strat'].cumsum()\n",
    "DynAssAll1y  = ICP['Strat'].rolling(window=252).sum()\n",
    "DynAssAllytd = ICP['Strat'][-252:].cumsum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Median yearly excess return over SP500 = 2.4 %\n"
     ]
    }
   ],
   "source": [
    "plt.figure(figsize=(15,6))\n",
    "plt.plot(BuyHold_SP*100,     label='Buy & Hold SP&500')\n",
    "plt.plot(mmBuyHoldAll*100,   label='  \"\"  \"\"  Max 1Y Median')\n",
    "plt.plot(DynAssAll*100,      label='Dynamic Asset Allocation')\n",
    "plt.xlabel('Time')\n",
    "plt.ylabel('Cumulative Return (in %)')\n",
    "plt.margins(x=0.005,y=0.02)\n",
    "plt.axhline(y=0, xmin=0, xmax=1, linestyle='--', color='k')\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "print('Median yearly excess return over SP500 =',round(float(DynAssAll1y.median()-SP1Y.median())*100,1),'%')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Buy & Hold S&P500 YTD Performance (at 23 March 2020) = -22.3 %\n",
      " \"\" \"\" Max 1Y Median \"\" \"\"  = -22.5 %\n",
      " Strategy YTD Performance   = -21.2 %\n"
     ]
    }
   ],
   "source": [
    "plt.figure(figsize=(15,6))\n",
    "plt.plot(YTD_SP*100,         label='YTD Buy & Hold S&P500')\n",
    "plt.plot(YTD_max_median*100, label='  \"\"  \"\"  Max 1Y Median')\n",
    "plt.plot(DynAssAllytd*100,   label='Dynamic Asset Allocation')\n",
    "plt.xlabel('Time')\n",
    "plt.ylabel('Cumulative Return (in %)')\n",
    "plt.margins(x=0.005,y=0.02)\n",
    "plt.axhline(y=0, xmin=0, xmax=1, linestyle='--', color='k')\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "print('Buy & Hold S&P500 YTD Performance (at 23 March 2020) =',round(float(YTD_SP[-1:]*100),1),'%')\n",
    "print(' \"\" \"\" Max 1Y Median \"\" \"\"  =',round(float(YTD_max_median[-1:]*100),1),'%')\n",
    "print(' Strategy YTD Performance   =',round(float(DynAssAllytd[-1:]*100),1),'%')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
